<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="review-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">J Med Internet Res</journal-id><journal-id journal-id-type="publisher-id">jmir</journal-id><journal-id journal-id-type="index">1</journal-id><journal-title>Journal of Medical Internet Research</journal-title><abbrev-journal-title>J Med Internet Res</abbrev-journal-title><issn pub-type="epub">1438-8871</issn><publisher><publisher-name>JMIR Publications</publisher-name><publisher-loc>Toronto, Canada</publisher-loc></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">v28i1e85525</article-id><article-id pub-id-type="doi">10.2196/85525</article-id><article-categories><subj-group subj-group-type="heading"><subject>Review</subject></subj-group></article-categories><title-group><article-title>Digital Interventions Targeting Parents to Improve Early Childhood Movement, Nutrition, and Sleep Behaviors: Systematic Review</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Sandborg</surname><given-names>Johanna</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Reese</surname><given-names>Brittany L</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Marshall</surname><given-names>Sarah</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Hesketh</surname><given-names>Kylie D</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Laws</surname><given-names>Rachel</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Downing</surname><given-names>Katherine L</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib></contrib-group><aff id="aff1"><institution>Institute for Physical Activity and Nutrition (IPAN), Faculty of Health, Deakin University</institution><addr-line>Locked Bag 20000</addr-line><addr-line>Geelong</addr-line><addr-line>VIC</addr-line><country>Australia</country></aff><aff id="aff2"><institution>Sydney School of Public Health, The University of Sydney</institution><addr-line>Sydney</addr-line><country>Australia</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Brini</surname><given-names>Stefano</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Staiano</surname><given-names>Amanda</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Romanzini</surname><given-names>Catiana</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Stegenga</surname><given-names>Sondra M</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Johanna Sandborg, PhD, Institute for Physical Activity and Nutrition (IPAN), Faculty of Health, Deakin University, Locked Bag 20000, Geelong, VIC, 3220, Australia, +46 733285912; <email>johanna.sandborg@ki.se</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>26</day><month>6</month><year>2026</year></pub-date><volume>28</volume><elocation-id>e85525</elocation-id><history><date date-type="received"><day>08</day><month>10</month><year>2025</year></date><date date-type="rev-recd"><day>03</day><month>04</month><year>2026</year></date><date date-type="accepted"><day>06</day><month>04</month><year>2026</year></date></history><copyright-statement>&#x00A9; Johanna Sandborg, Brittany L Reese, Sarah Marshall, Kylie D Hesketh, Rachel Laws, Katherine L Downing. Originally published in the Journal of Medical Internet Research (<ext-link ext-link-type="uri" xlink:href="https://www.jmir.org">https://www.jmir.org</ext-link>), 26.6.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research (ISSN 1438-8871), is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://www.jmir.org/">https://www.jmir.org/</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://www.jmir.org/2026/1/e85525"/><abstract><sec><title>Background</title><p>Early childhood (0&#x2010;5 years) is key for shaping health behaviors, yet optimal behaviors are rarely achieved. Digital health promotion interventions offer scalable support for families; however, most research has focused on childhood more broadly, leaving limited evidence for the early childhood period.</p></sec><sec><title>Objective</title><p>The primary aim of this systematic review was to examine whether autonomously delivered digital interventions targeting parents are effective at increasing physical activity, reducing sedentary behavior, improving nutrition (breastfeeding, feeding practices), and/or optimizing sleep among children aged 0&#x2010;5 years. The secondary aim was to review the reporting of co-design practices, user engagement, and process evaluation, and to assess how engagement influences intervention effectiveness.</p></sec><sec sec-type="methods"><title>Methods</title><p>Seven databases were searched for randomized controlled trials (RCTs) evaluating autonomously delivered digital interventions targeting one or more of the following behaviors: physical activity, sedentary behavior, nutrition, or sleep among children (published to January 2026). Study quality was assessed using the Joanna Briggs Institute Critical Appraisal Checklist for RCTs. Findings were narratively synthesized by target age-group and behavior, and the direction of effect was summarized in structured tables.</p></sec><sec sec-type="results"><title>Results</title><p>Of the 14,352 identified records, 38 interventions (33 RCTs, 4 pilot RCTs, and 1 feasibility RCT) were included. Most studies focused on pregnancy to infancy (n=24; 0&#x2010;1 y), followed by preschoolers (n=8; 3&#x2010;5 y) and toddlers (n=6; 1&#x2010;2 y). Intervention duration ranged from 2 weeks to 1000 days, and various digital formats were used (apps n=11, SMS text messaging n=10, web- or internet-based platforms n=6, WeChat [Tencent] n=3, tablet-based program n=2, a combination of app and SMS text messaging n=1, website and emails n=1, emails and SMS text messaging n=1, automated voice calls n=1, Facebook Messenger Chatbot [Meta] n=1, and online videos n=1). Interventions spanning pregnancy to infancy reported mixed findings for breastfeeding and feeding practices. Studies targeting toddlers showed improvements in sleep, mixed findings for diet and screen time, and no differences in physical activity. Most studies targeting preschoolers reported significant improvements for feeding practices and diet, but no differences in physical activity, sedentary behavior and sleep, and mixed findings for screen time. Most studies reported co-design or engagement (n=24), but few examined the impact of engagement on intervention effectiveness (n=6), and those that did reported mixed findings. Interpretation was limited by heterogeneous designs, inconsistent outcome measures, and mixed risk-of-bias ratings across studies.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>This review advances the field by synthesizing evidence on scalable digital interventions that support parents in promoting healthy lifestyle behaviors across the first 2000 days, together with key design and implementation factors that have rarely been reported in previous reviews. Unlike prior work, it focuses exclusively on autonomously delivered digital interventions in early childhood. Findings show heterogeneous designs and mixed effectiveness, and highlight 3 priority evidence gaps: limited studies in toddlers and preschoolers, incomplete reporting of engagement, and limited understanding of how engagement influences outcomes. These findings define priorities for future research to strengthen the evidence for scalable digital interventions in early childhood.</p></sec><sec><title>Trial Registration</title><p>PROSPERO CRD42022372639; https://www.crd.york.ac.uk/PROSPERO/view/CRD42022372639</p></sec></abstract><kwd-group><kwd>mHealth</kwd><kwd>movement behaviours</kwd><kwd>sedentary behaviour</kwd><kwd>screen time</kwd><kwd>physical activity</kwd><kwd>breastfeeding</kwd><kwd>diet</kwd><kwd>digital</kwd><kwd>eHealth</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><sec id="s1-1"><title>Background</title><p>Early childhood (birth through 5 years) is recognized as a critical period during which key health behaviors (diet, physical activity, sedentary behavior, and sleep) are established. However, evidence shows that these behaviors are suboptimal from early life. Despite the well-established benefits of breastfeeding, fewer than half of infants are exclusively breastfed for the first 6 months [<xref ref-type="bibr" rid="ref1">1</xref>]. Similarly, global evidence indicates that adherence to early childhood dietary [<xref ref-type="bibr" rid="ref2">2</xref>-<xref ref-type="bibr" rid="ref4">4</xref>] and movement behavior guidelines is low, with large international reviews reporting that only a small proportion of children meet recommendations across physical activity, sedentary behavior, screen time, and sleep [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref3">3</xref>]. Of particular concern is the fact that these suboptimal behaviors can track into later childhood and adolescence [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref5">5</xref>], underscoring the need for interventions to promote health behaviors from a young age. Recent studies have also highlighted widening socioeconomic inequalities in children&#x2019;s early environments [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>] and less optimal diet, physical activity, sedentary behavior, screen time, and sleep among children from socioeconomically disadvantaged backgrounds [<xref ref-type="bibr" rid="ref8">8</xref>-<xref ref-type="bibr" rid="ref11">11</xref>], reinforcing the need for accessible intervention strategies for families who may have limited access to traditional face-to-face services.</p><p>Existing early childhood interventions have shown varied success in improving diet, physical activity, sedentary behavior, and sleep habits [<xref ref-type="bibr" rid="ref12">12</xref>-<xref ref-type="bibr" rid="ref15">15</xref>]. Traditionally, these interventions have relied largely on time-consuming and costly face-to-face delivery, with limited consideration of scalability or implementation at scale [<xref ref-type="bibr" rid="ref16">16</xref>]. In contrast, digital interventions (eHealth and mobile health [mHealth]) have the advantage that they can be delivered anywhere, anytime, maximizing potential reach across diverse socioeconomic, geographical, and cultural backgrounds. Recent years have seen a rapid expansion of digital health solutions, including web-based platforms, mobile apps, and wearable technologies [<xref ref-type="bibr" rid="ref17">17</xref>], supported by growing evidence of their potential for scalability and cost-effectiveness [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref19">19</xref>].</p><p>Reflecting this broader growth in digital health, there has also been a marked increase in digital interventions targeting diet and movement behaviors across all age groups, with most reporting efficacy in changing behavior [<xref ref-type="bibr" rid="ref20">20</xref>-<xref ref-type="bibr" rid="ref22">22</xref>]. This also includes a growing interest in the feasibility and effectiveness of these types of interventions for targeting childhood obesity and obesity-related behaviors [<xref ref-type="bibr" rid="ref23">23</xref>-<xref ref-type="bibr" rid="ref31">31</xref>]. However, these reviews have largely focused on childhood broadly (0&#x2010;18 years) [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref27">27</xref>-<xref ref-type="bibr" rid="ref30">30</xref>] or have focused solely on preschoolers (3&#x2010;6 years) [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. Many have also examined single behavioral domains such as physical activity or sedentary behavior [<xref ref-type="bibr" rid="ref27">27</xref>-<xref ref-type="bibr" rid="ref29">29</xref>], or specific population groups such as Indigenous mothers of young children [<xref ref-type="bibr" rid="ref31">31</xref>]. In addition, most evaluate digital interventions that involve some degree of human support or multicomponent programs and do not address key design and implementation factors. As such, they offer limited insight into early childhood as a distinct developmental period or the potential of autonomously delivered interventions to support parents across multiple behaviors in the first 2000 days. Given that health behaviors are largely shaped early in life and that this life stage is characterized by unique developmental and parental influence, a review focusing solely on this period is warranted.</p><p>Moreover, co-design, engagement, and implementation factors are highly important for successful intervention delivery [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref33">33</xref>]; yet, these elements remain inconsistently assessed and underreported in interventions targeting parents of young children [<xref ref-type="bibr" rid="ref34">34</xref>]. Thus, this review provides a timely and comprehensive synthesis of autonomously delivered digital interventions targeting parents across the first 2000 days (conception to age 5 years), examining multiple behavioral domains (breastfeeding, feeding practices, diet, physical activity, sedentary behavior, screen time, and sleep) and integrating evidence on co-design, process evaluation, and engagement. This broader scope allows us to identify key gaps, emerging patterns and implications for the design and implementation of scalable digital strategies in early childhood.</p></sec><sec id="s1-2"><title>Objectives</title><p>The primary aim of this systematic review was to examine whether autonomously delivered digital interventions targeting parents are effective at increasing physical activity, reducing sedentary behavior, improving nutrition (breastfeeding, feeding practices, and dietary outcomes), and/or optimizing sleep among children aged 0&#x2010;5 years. The secondary aim was to review the reporting of co-design practices, user engagement, and process evaluation, and to assess how engagement influences intervention effectiveness.</p></sec></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Eligibility Criteria</title><p>We included randomized controlled trials (RCTs) of interventions delivered to parents and caregivers of children in the first 2000 days of life (herein referred to as parents) solely via digital technology (mHealth/eHealth). Interventions needed to aim to improve one or more of the following behaviors: increase physical activity, reduce sedentary behavior, improve nutrition (breastfeeding, food intake, and feeding practices), and/or optimize sleep among children.</p><p>We only included interventions that solely used digital technologies to autonomously deliver the intervention (ie, where no personnel were needed to deliver and/or maintain the intervention). We used this definition as we were interested in solutions for intervention delivery that could be more easily and cost-effectively scaled compared to interventions requiring delivery personnel (with or without a digital component). Therefore, we excluded digital interventions that required delivery personnel for one-to-one support, for example, telephone coaching calls or face-to-face counseling sessions with a supplementary online social support group.</p><p>We considered direct outcome measures of children&#x2019;s target behaviors (eg, parent-reported or accelerometer-measured physical activity) and indirect outcome measures known to influence children&#x2019;s target behaviors (eg, parental feeding style or changes to food environment). There were 2 key reasons we decided to also include indirect outcome measures: (1) it can be difficult to accurately measure child behaviors, particularly for younger children (eg, breastmilk intake), and (2) national guidelines for infant feeding [<xref ref-type="bibr" rid="ref35">35</xref>] and movement behaviors in the early years [<xref ref-type="bibr" rid="ref36">36</xref>] include parental influences known to impact child behaviors (eg, for establishing healthy sleep habits, parents can set up a calming bedtime routine and consistent sleep and wake-up times).</p><p>Studies were also excluded if they were (1) not an RCT design, (2) solely targeting other caregivers (eg, grandparents or childcare providers), (3) among parents with older children (&#x2265;6 years old), (4) among parents with children who had clinical health conditions (eg, diabetes and premature birth), and (5) interventions delivered primarily within the antenatal period (noting that those delivered from pregnancy to infancy were included). We limited studies to primary research published in English in the peer-reviewed literature. Literature reviews and meta-analyses, theses, conference proceedings, and gray literature were not included.</p></sec><sec id="s2-2"><title>Information Sources</title><p>We searched 7 electronic databases, including Embase (Elsevier), Academic Search Complete (EBSCO), CINAHL Complete (EBSCO), Global Health, MEDLINE Complete (EBSCO), PsycINFO (EBSCO), and SPORTDiscus (EBSCO). All databases were searched individually rather than simultaneously via a multidatabase platform. We did not search study registries, conference proceedings, websites, or other online sources, nor did we undertake citation searching or contact authors or experts. No supplementary search methods beyond database searching were used, as the review was limited to peer-reviewed RCTs. Searches were conducted in December 2022 and updated in August 2024 and again in January 2026.</p></sec><sec id="s2-3"><title>Search Strategy</title><p>This systematic review was prospectively registered with PROSPERO (International Prospective Register of Systematic Reviews; ID: CRD42022372639) [<xref ref-type="bibr" rid="ref37">37</xref>]. We made 2 amendments to the registered protocol: (1) to limit study design to RCTs due to the recent increase in publications and (2) the use of a different quality appraisal tool specific to RCTs. The PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) 2020 statement guidelines [<xref ref-type="bibr" rid="ref38">38</xref>] and the PRISMA-S (Preferred Reporting Items for Systematic Reviews and Meta-Analyses Literature Search Extension; <xref ref-type="supplementary-material" rid="app3">Checklist 1</xref>) extension for reporting search strategies were followed to ensure transparent reporting of the search process [<xref ref-type="bibr" rid="ref39">39</xref>].</p><p>The search strategy was developed by BM, SM, and KD, in consultation with all authors. We ran preliminary searches and sought technical guidance from Deakin University librarians to refine the search strategy. The search strategy included a combination of keywords to capture concepts according to the Population, Intervention, Comparison, Outcomes, and Study design (PICOS) tool: (1) children aged &#x2264;5 years, (2) mHealth or eHealth intervention, (3) intervention behavioral targets (ie, child physical activity, sedentary behavior, nutrition, and/or sleep), and (4) study design (see <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). The search strategy was not adapted from previous reviews and did not undergo a formal peer-review process.</p></sec><sec id="s2-4"><title>Selection Process</title><p>All search results were exported to Covidence and duplicates were removed. Two reviewers (SM or JS and either BM, KD, or KH) independently screened all articles first by the title and abstract; a third independent reviewer resolved discrepancies (BM or KD). Two reviewers screened the full texts (BM and SM or JS and KD) using the inclusion/exclusion criteria described above. Discrepancies were resolved by a third reviewer (KD or KH). During the updated review in 2026, 2 researchers, CS and SR, assisted with screening, data extraction, and evaluation (disagreements were resolved by JS) following the same procedure.</p></sec><sec id="s2-5"><title>Data Collection Process</title><p>Two reviewers (JS and BM or CS and SR) extracted the following information using a prepiloted data collection template developed for this review. Template fields included study characteristics (eg, authors, year of publication, country, study design, study aims, and target behaviors), setting and participants (eg, setting, inclusion/exclusion criteria, recruitment, and sample size), intervention description (eg, technology used, delivery mode, content, onboarding processes, and engagement), and participant outcomes (eg, measures related to target behavioral outcomes, data collection tool and method, and results). Co-design (eg, stakeholder engagement in intervention development), intervention theory (ie, the use of a behavior change theory in intervention development), process evaluation outcomes (eg, acceptability, feasibility, and reach), and intervention engagement data (eg, app analytics, self-reported use, and impact of engagement on intervention effectiveness) were extracted using a combination of the data extraction tool at Elicit.com [<xref ref-type="bibr" rid="ref40">40</xref>] (Ought; an online platform that automates data extraction) and manual extraction and checked for accuracy and completeness by one author (KD or CS).</p></sec><sec id="s2-6"><title>Data Items</title><p>We extracted data on all relevant behavioral outcomes (breastfeeding, feeding practices, diet, physical activity, sedentary behavior, screen time, and sleep). For each outcome, all reported time points and measurement tools were collected when available. We also extracted additional study variables, including participant characteristics, intervention features, delivery mode, co-design processes, theoretical underpinnings, process evaluation outcomes, and engagement metrics. When information was unclear or missing, assumptions were not made; instead, data were recorded as reported.</p></sec><sec id="s2-7"><title>Study Risk of Bias Assessment</title><p>The risk of bias and quality assessment for each individual study was assessed by 2 authors independently (JS and KD or CS and SR) using the Joanna Briggs Institute (JBI) Critical Appraisal Checklist for RCTs [<xref ref-type="bibr" rid="ref41">41</xref>]. The checklist includes 13 items, where each item can be scored yes, no, unclear, or not applicable, in the categories of selection and allocation; administration of intervention/exposure; assessment, detection, and measurement of outcomes; participant retention; and statistical conclusion validity. As the interventions were autonomously delivered (eg, via digital platforms), there were no treatment deliverers involved; therefore, the item &#x201C;Treatment deliverers blinded&#x201D; was not applicable in this context. The initial interrater agreement between JS and KD was 81%, and 85% for CS and SR. Discrepancies in assessment between authors were discussed (JS and KD or CS and SR) until consensus was reached.</p></sec><sec id="s2-8"><title>Synthesis Methods</title><p>Consistent with Cochrane guidance [<xref ref-type="bibr" rid="ref42">42</xref>], due to the heterogeneity in definition, measurement, and reporting of outcomes across studies, meaning they did not estimate the same underlying effect, a meta-analysis was not able to be conducted. Therefore, following PRISMA [<xref ref-type="bibr" rid="ref38">38</xref>] and synthesis without meta-analysis recommendations [<xref ref-type="bibr" rid="ref43">43</xref>], a structured narrative synthesis was undertaken, grouping studies by target age group (pregnancy-infancy, toddlers, and preschoolers) and by behavioral domain (breastfeeding, diet, physical activity, sedentary behavior, and sleep). We summarized the direction of effect and patterns in effectiveness using structured tables.</p></sec><sec id="s2-9"><title>Certainty Assessment</title><p>We did not conduct a formal certainty-of-evidence assessment because of the heterogeneity of the included studies and the lack of commensurable effect estimates. Instead, we considered study-level risk of bias and the consistency of findings when interpreting the results.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Study Selection</title><p>The literature search yielded 14,352 unique articles. Most records excluded at the title and abstract stage were due to at least one of the following reasons: the study did not examine an autonomously delivered digital intervention (eg, clinical-delivered or face-to-face), targeted populations outside the scope of the review (eg, older children, adolescents, or adults), or did not use an RCT design (eg, observational studies, qualitative studies, pilot feasibility work without randomization, or large noninterventional epidemiological analyses). Following screening, 258 full-text reports were assessed for eligibility, of which 49 studies describing 38 interventions were included in this review. No studies were excluded at full-text review that appeared to meet the inclusion criteria; all exclusions were based on predefined criteria (eg, wrong age group, design, and intervention type). The screening process is presented in <xref ref-type="fig" rid="figure1">Figure 1</xref>.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) flow diagram showing the study selection for randomized controlled trials of autonomously delivered digital interventions targeting early childhood health behaviors (0&#x2010;5&#x202F;years). Studies involved healthy parent-child populations across multiple countries and were identified through searches conducted in December&#x202F;2022, August&#x202F;2024, and January&#x202F;2026. mHealth: mobile health; RCT: randomized controlled trial.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="jmir_v28i1e85525_fig01.png"/></fig></sec><sec id="s3-2"><title>Study Characteristics</title><p>An overview of the targeted outcomes and age groups for the 38 included interventions [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref81">81</xref>] is presented in <xref ref-type="table" rid="table1">Table 1</xref>. Almost half of the included studies (50%, 19/38) [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref80">80</xref>] focused on improving breastfeeding, 26% (10/38) [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref81">81</xref>] focused on multiple behaviors, 16% (6/38) [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] on diet only, 5% (2/38) [<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref68">68</xref>] on sleep only, and 3% (1/38) [<xref ref-type="bibr" rid="ref57">57</xref>] on physical activity only. The multiple behavior interventions targeted different combinations of breastfeeding, feeding practices, diet, physical activity, sedentary behavior, screen time, and sleep. Only one study focused on all behaviors (breastfeeding, feeding practices, physical activity, sedentary behavior, screen time, and sleep) [<xref ref-type="bibr" rid="ref61">61</xref>], and no study focused solely on sedentary behavior/screen time. One study included children aged 0&#x2010;3 years but is reported under the infant age group because the mean child age fell within infancy [<xref ref-type="bibr" rid="ref72">72</xref>].</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Overview of the 38 randomized controlled trials of autonomously delivered digital interventions for healthy parent-child populations (0&#x2010;5&#x202F;years), conducted across multiple countries and published up to January&#x202F;2026.</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Age group</td><td align="left" valign="bottom">Breastfeeding</td><td align="left" valign="bottom">Combined<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="bottom">Diet</td><td align="left" valign="bottom">Physical activity</td><td align="left" valign="bottom">Sedentary behavior</td><td align="left" valign="bottom">Sleep</td></tr></thead><tbody><tr><td align="left" valign="top">Newborn/infants<sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup><sup>,<xref ref-type="table-fn" rid="table1fn3">c</xref></sup></td><td align="left" valign="top">19</td><td align="left" valign="top">2</td><td align="left" valign="top">2</td><td align="left" valign="top">0</td><td align="left" valign="top">0</td><td align="left" valign="top">1</td></tr><tr><td align="left" valign="top">Toddlers<sup><xref ref-type="table-fn" rid="table1fn4">d</xref></sup></td><td align="left" valign="top">0</td><td align="left" valign="top">3</td><td align="left" valign="top">2</td><td align="left" valign="top">0</td><td align="left" valign="top">0</td><td align="left" valign="top">1</td></tr><tr><td align="left" valign="top">Preschoolers<sup><xref ref-type="table-fn" rid="table1fn5">e</xref></sup></td><td align="left" valign="top">0</td><td align="left" valign="top">5</td><td align="left" valign="top">2</td><td align="left" valign="top">1</td><td align="left" valign="top">0</td><td align="left" valign="top">0</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>The combined interventions focused on multiple behaviors eg, diet and physical activity/sedentary behavior.</p></fn><fn id="table1fn2"><p><sup>b</sup>One of the studies targeted fathers; the others targeted mothers.</p></fn><fn id="table1fn3"><p><sup>c</sup>0-2 months of age for newborns and 3-11 months of age for infants.</p></fn><fn id="table1fn4"><p><sup>d</sup>12-35 months of age (&#x2265;1 to &#x003C; 3 years).</p></fn><fn id="table1fn5"><p><sup>e</sup>36-59 months of age (&#x2265;3 to &#x003C; 5 years).</p></fn></table-wrap-foot></table-wrap><p><xref ref-type="table" rid="table2">Tables 2</xref><xref ref-type="table" rid="table3"/>-<xref ref-type="table" rid="table4">4</xref> present the study characteristics for the included studies divided by age group. In summary, the included studies comprised RCTs (n=32) [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref70">70</xref>-<xref ref-type="bibr" rid="ref80">80</xref>], pilot RCTs (n=4) [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref64">64</xref>-<xref ref-type="bibr" rid="ref66">66</xref>], one feasibility RCT [<xref ref-type="bibr" rid="ref67">67</xref>], and one pilot study using a micro-RCT design [<xref ref-type="bibr" rid="ref81">81</xref>]. Studies were published between 2011 and 2026, with most studies being published since 2020 (27/38, 71%) [<xref ref-type="bibr" rid="ref51">51</xref>-<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref81">81</xref>]. Most studies were conducted in the United States (n=14) [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref64">64</xref>-<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref76">76</xref>], followed by Australia (n=5) [<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref80">80</xref>], China (n=3) [<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref72">72</xref>], Sweden (n=2) [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], Norway (n=2) [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>], Ethiopia (n=2) [<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>], and Thailand (n=2) [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>]. Single studies were conducted in India [<xref ref-type="bibr" rid="ref56">56</xref>], Myanmar [<xref ref-type="bibr" rid="ref59">59</xref>], Nepal [<xref ref-type="bibr" rid="ref78">78</xref>], Iran [<xref ref-type="bibr" rid="ref75">75</xref>], Turkey [<xref ref-type="bibr" rid="ref58">58</xref>], Vietnam [<xref ref-type="bibr" rid="ref55">55</xref>], Spain [<xref ref-type="bibr" rid="ref62">62</xref>] and Canada [<xref ref-type="bibr" rid="ref81">81</xref>]. The studies included sample sizes ranging from 18 [<xref ref-type="bibr" rid="ref81">81</xref>] to 5095 [<xref ref-type="bibr" rid="ref56">56</xref>].</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Risk of bias assessment table (using the Joanna Briggs Institute [JBI] Critical Appraisal Checklist for randomized controlled trials [<xref ref-type="bibr" rid="ref41">41</xref>]).</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Author (date)</td><td align="left" valign="middle" colspan="3">Selection and allocation</td><td align="left" valign="middle" colspan="3">Administration of intervention/exposure</td><td align="left" valign="middle" colspan="3">Assessment, detection, and measurement of the outcome</td><td align="left" valign="middle">Participant retention</td><td align="left" valign="middle" colspan="3">Statistical conclusion validity</td></tr><tr><td align="left" valign="bottom"/><td align="left" valign="middle">True randomization</td><td align="left" valign="middle">Group allocation concealed</td><td align="left" valign="middle">Groups similar at baseline</td><td align="left" valign="middle">&#x2003;Participants blinded</td><td align="left" valign="middle">&#x2003;Treatment deliverers blinded<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup></td><td align="left" valign="middle">Groups treated identically (other than intervention)</td><td align="left" valign="middle">&#x2003;Outcome assessors blinded</td><td align="left" valign="middle">&#x2003;Outcomes measured the same way for groups</td><td align="left" valign="middle">&#x2003;Outcomes measured in a reliable way</td><td align="left" valign="middle">Follow-up complete</td><td align="left" valign="middle">Intention-to-treat (ITT) analysis</td><td align="left" valign="middle">&#x2003;Appropriate statistical analysis</td><td align="left" valign="middle">Trial design appropriate</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="14">Pregnancy and infancy</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Breastfeeding</td><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Ahmed et al (2016) [<xref ref-type="bibr" rid="ref45">45</xref>]</td><td align="center" valign="top">Y<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td><td align="center" valign="top">U<sup><xref ref-type="table-fn" rid="table2fn3">c</xref></sup></td><td align="center" valign="top">Y</td><td align="center" valign="top">N<sup><xref ref-type="table-fn" rid="table2fn4">d</xref></sup></td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Unger et al (2018) [<xref ref-type="bibr" rid="ref48">48</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Wu et al (2020) [<xref ref-type="bibr" rid="ref51">51</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Lewkowitz et al (2020) [<xref ref-type="bibr" rid="ref69">69</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">&#x2014;<sup><xref ref-type="table-fn" rid="table2fn5">e</xref></sup></td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Scott et al (2021) [<xref ref-type="bibr" rid="ref53">53</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Saucedo Baza et al (2022) [<xref ref-type="bibr" rid="ref65">65</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Doan et al (2022) [<xref ref-type="bibr" rid="ref55">55</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>LeFevre et al (2022) [<xref ref-type="bibr" rid="ref56">56</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Acar and Sahin (2023) [<xref ref-type="bibr" rid="ref58">58</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hmone et al (2023) [<xref ref-type="bibr" rid="ref59">59</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Vila-Candel et al (2024) [<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Henshaw et al (2024) [<xref ref-type="bibr" rid="ref76">76</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>De Mello et al (2025) [<xref ref-type="bibr" rid="ref70">70</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Brown et al (2025) [<xref ref-type="bibr" rid="ref80">80</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Cherie et al (2025) [<xref ref-type="bibr" rid="ref79">79</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Gilano et al (2025) [<xref ref-type="bibr" rid="ref77">77</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Breastfeeding and feeding practices</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Palacios et al (2018) [<xref ref-type="bibr" rid="ref67">67</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Davis et al (2023) [<xref ref-type="bibr" rid="ref64">64</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Li et al (2024) [<xref ref-type="bibr" rid="ref72">72</xref>]<sup><xref ref-type="table-fn" rid="table2fn6">f</xref></sup></td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Combined<sup><xref ref-type="table-fn" rid="table2fn7">g</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Wen et al (2020) [<xref ref-type="bibr" rid="ref52">52</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Wu et al (2023) [<xref ref-type="bibr" rid="ref61">61</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Diet</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>R&#x00F8;ed et al (2021) [<xref ref-type="bibr" rid="ref54">54</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Helle et al (2019) [<xref ref-type="bibr" rid="ref50">50</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sleep</td><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/><td align="center" valign="top"/></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Moon et al (2017) [<xref ref-type="bibr" rid="ref63">63</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14">Toddlerhood</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Combined<sup><xref ref-type="table-fn" rid="table2fn7">g</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Alexandrou et al (2023) [<xref ref-type="bibr" rid="ref60">60</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sandborg et al (2025) [<xref ref-type="bibr" rid="ref71">71</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Jongpaiboonpatana et al (2025) [<xref ref-type="bibr" rid="ref73">73</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Diet</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Cunningham et al (2023) [<xref ref-type="bibr" rid="ref78">78</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hunsrisakhun et al (2025) [<xref ref-type="bibr" rid="ref74">74</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sleep</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Mindell et al (2011) [<xref ref-type="bibr" rid="ref68">68</xref>]</td><td align="center" valign="top">U</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14">Preschool</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Combined<sup><xref ref-type="table-fn" rid="table2fn7">g</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Knowlden et al (2015) [<xref ref-type="bibr" rid="ref44">44</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Delisle-Nystr&#x00F6;m et al (2017) [<xref ref-type="bibr" rid="ref46">46</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sun et al (2017) [<xref ref-type="bibr" rid="ref47">47</xref>]</td><td align="center" valign="top">U</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hammersley et al (2019) [<xref ref-type="bibr" rid="ref49">49</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Diet</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bakirci-Taylor et al (2019) [<xref ref-type="bibr" rid="ref66">66</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hojati et al (2024) [<xref ref-type="bibr" rid="ref75">75</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top" colspan="14"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Physical activity</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Staiano et al (2022) [<xref ref-type="bibr" rid="ref57">57</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">&#x2014;</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Phillips et al (2026) [<xref ref-type="bibr" rid="ref81">81</xref>]</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">U</td><td align="center" valign="top">N</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">U</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td><td align="center" valign="top">N</td><td align="center" valign="top">N</td><td align="center" valign="top">Y</td><td align="center" valign="top">Y</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>Due to the nature of the interventions under investigation (they were all autonomously delivered), blinding of treatment deliverers was not applicable in this context.</p></fn><fn id="table2fn2"><p><sup>b</sup>Y: yes.</p></fn><fn id="table2fn3"><p><sup>c</sup>U: unclear.</p></fn><fn id="table2fn4"><p><sup>d</sup>N: no.</p></fn><fn id="table2fn5"><p><sup>e</sup>Not applicable.</p></fn><fn id="table2fn6"><p><sup>f</sup>This study enrolled children up to 3 years, but the average age in both arms fell within infancy; the study is therefore reported under the pregnancy-infancy category.</p></fn><fn id="table2fn7"><p><sup>g</sup>The combined interventions focused on multiple behaviors eg, diet and physical activity/sedentary behavior.</p></fn></table-wrap-foot></table-wrap><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>Study characteristics and effectiveness of autonomously delivered digital interventions focusing on pregnancy to infancy (0&#x2010;11 months; 0&#x2010;2 months of age for newborns and 3&#x2010;11 months of age for infants): randomized controlled trials published between 2011&#x2010;2026 and across multiple countries (n=24).</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="center" valign="middle">Author (date)</td><td align="center" valign="middle">Country</td><td align="center" valign="middle">N</td><td align="center" valign="middle">Target group</td><td align="center" valign="middle">Duration<sup><xref ref-type="table-fn" rid="table3fn1">a</xref></sup></td><td align="center" valign="middle">Follow up</td><td align="center" valign="middle">Intervention type</td><td align="center" valign="middle">Assessment</td><td align="center" valign="middle">Breast-feeding</td><td align="center" valign="middle">Feeding practices</td><td align="center" valign="middle">Diet</td><td align="center" valign="middle">PA<sup><xref ref-type="table-fn" rid="table3fn2">b</xref></sup></td><td align="center" valign="middle">SB<sup><xref ref-type="table-fn" rid="table3fn3">c</xref></sup></td><td align="center" valign="middle">ST<sup><xref ref-type="table-fn" rid="table3fn4">d</xref></sup></td><td align="center" valign="middle">Sleep</td></tr></thead><tbody><tr><td align="left" valign="middle" colspan="15">Breastfeeding</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Ahmed et al (2016) [<xref ref-type="bibr" rid="ref45">45</xref>]</td><td align="center" valign="middle">United States</td><td align="center" valign="middle">141</td><td align="center" valign="middle">Mother-newborn dyads</td><td align="center" valign="middle">30 days</td><td align="center" valign="middle">Hospital discharge, 1, 2, and 3 months post partum</td><td align="center" valign="middle">Web-based</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">S/NS<sup><xref ref-type="table-fn" rid="table3fn5">e</xref></sup></td><td align="center" valign="middle">&#x2014;<sup><xref ref-type="table-fn" rid="table3fn6">f</xref></sup></td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Unger et al (2018) [<xref ref-type="bibr" rid="ref48">48</xref>]</td><td align="center" valign="middle">United States</td><td align="center" valign="middle">300</td><td align="center" valign="middle">Pregnant women (&#x003C;36 wk pregnant)</td><td align="center" valign="middle">Pregnancy (26 wk) to 12 weeks post partum</td><td align="center" valign="middle">16 and 24 weeks post partum</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">S<sup><xref ref-type="table-fn" rid="table3fn7">g</xref></sup></td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Wu et al (2020) [<xref ref-type="bibr" rid="ref51">51</xref>]</td><td align="center" valign="middle">China</td><td align="center" valign="middle">344</td><td align="center" valign="middle">Pregnant women (11&#x2010;37 wk pregnant)</td><td align="center" valign="middle">Third month of pregnancy to 6 months post partum</td><td align="center" valign="middle">BL<sup><xref ref-type="table-fn" rid="table3fn8">h</xref></sup>, 0&#x2010;1 month, 2&#x2010;3 months, and 4&#x2010;5 months post partum</td><td align="center" valign="middle">WeChat (Tencent)</td><td align="center" valign="middle">Interview</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">S/NS<sup><xref ref-type="table-fn" rid="table3fn9">i</xref></sup></td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Lewkowitz et al (2020) [<xref ref-type="bibr" rid="ref69">69</xref>]</td><td align="center" valign="middle">United States</td><td align="center" valign="middle">170</td><td align="center" valign="middle">Low-income first-time mothers (~36 wk pregnant)</td><td align="center" valign="middle">Pregnancy (36 wk) to 6 weeks post partum</td><td align="center" valign="middle">BL, postpartum day 2, 6 weeks, 3 and 6 months</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS<sup><xref ref-type="table-fn" rid="table3fn10">j</xref></sup></td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Scott et al (2021) [<xref ref-type="bibr" rid="ref53">53</xref>]</td><td align="center" valign="middle">Australia</td><td align="center" valign="middle">1426</td><td align="center" valign="middle">Fathers</td><td align="center" valign="middle">From recruitment in pregnancy until 6 months post partum</td><td align="center" valign="middle">BL, 6 - and 26 weeks post partum</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS<sup><xref ref-type="table-fn" rid="table3fn9">i</xref></sup></td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Saucedo Baza et al (2022) [<xref ref-type="bibr" rid="ref65">65</xref>]<sup><xref ref-type="table-fn" rid="table3fn12">l</xref></sup></td><td align="center" valign="middle">United States</td><td align="center" valign="middle">36</td><td align="center" valign="middle">Pregnant women (beyond 37 wk pregnant)</td><td align="center" valign="middle">6 weeks</td><td align="center" valign="middle">BL, 4&#x2010;6 wk post partum</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Doan et al (2022) [<xref ref-type="bibr" rid="ref55">55</xref>]</td><td align="center" valign="middle">Vietnam</td><td align="center" valign="middle">568</td><td align="center" valign="middle">Mothers who delivered by a cesarian section</td><td align="center" valign="middle">Pregnancy to 4 months post partum</td><td align="center" valign="middle">BL, 1-, 4- and 6-months</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Interview</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>LeFevre et al (2022) [<xref ref-type="bibr" rid="ref56">56</xref>]</td><td align="center" valign="middle">India</td><td align="center" valign="middle">5095</td><td align="center" valign="middle">Hindi speaking women (4&#x2010;7<break/>mo pregnant)</td><td align="center" valign="middle">Pregnancy (gestational wk 12&#x2010;34) to 12 months post partum</td><td align="center" valign="middle">BL, 12 months</td><td align="center" valign="middle">Voice calls</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Acar and Sahin (2023) [<xref ref-type="bibr" rid="ref58">58</xref>]</td><td align="center" valign="middle">Turkey</td><td align="center" valign="middle">73</td><td align="center" valign="middle">Primiparous mothers</td><td align="center" valign="middle">8 weeks (First day to 8 wk post partum)</td><td align="center" valign="middle">BL, 4, and 8 weeks</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">S<sup><xref ref-type="table-fn" rid="table3fn7">g</xref></sup></td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hmone et al (2023) [<xref ref-type="bibr" rid="ref59">59</xref>]</td><td align="center" valign="middle">Myanmar</td><td align="center" valign="middle">353</td><td align="center" valign="middle">Pregnant women (28 and 34 wk pregnant)</td><td align="center" valign="middle">6 months (from gestational wk 28&#x2010;34 to 6 months of age)</td><td align="center" valign="middle">BL, 1&#x2010;6 months</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Interview</td><td align="center" valign="middle">S</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Vila-Candel et al (2024) [<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="center" valign="middle">Spain</td><td align="center" valign="middle">270</td><td align="center" valign="middle">Pregnant women (third trimester)</td><td align="center" valign="middle">6 months (third trimester to 6 months of age)</td><td align="center" valign="middle">Hospital discharge after delivery, 15 days, 6 weeks, 3, and 6 months</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Henshaw et al (2024) [<xref ref-type="bibr" rid="ref76">76</xref>]</td><td align="center" valign="middle">United States</td><td align="center" valign="middle">128</td><td align="center" valign="middle">Mother and partner</td><td align="center" valign="middle">6 weeks</td><td align="center" valign="middle">BL, 6 weeks, 6 months</td><td align="center" valign="middle">Tablet-based program</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>De Mello et al (2025) [<xref ref-type="bibr" rid="ref70">70</xref>]</td><td align="center" valign="middle">United States</td><td align="center" valign="middle">36</td><td align="center" valign="middle">Pregnant women (32&#x2010;36 wk gestation)</td><td align="center" valign="middle">Antenatal to 12 months after birth</td><td align="center" valign="middle">BL (32&#x2010;36 wk gestation), 12 months</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Brown et al (2025) [<xref ref-type="bibr" rid="ref80">80</xref>]</td><td align="center" valign="middle">Australia</td><td align="center" valign="middle">5783</td><td align="center" valign="middle">Mothers 1&#x2010;4 wk post partum</td><td align="center" valign="middle">24 months</td><td align="center" valign="middle">BL, 3 weeks, 3 months, 6 months, 9 months, 1 year, 18 months</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Cherie et al (2025) [<xref ref-type="bibr" rid="ref79">79</xref>]</td><td align="center" valign="middle">Ethiopia</td><td align="center" valign="middle">743</td><td align="center" valign="middle">Pregnant women (26&#x2010;28 wk gestation)</td><td align="center" valign="middle">Antenatal to 42 days post partum</td><td align="center" valign="middle">BL, 60 days</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">U<sup><xref ref-type="table-fn" rid="table3fn11">k</xref></sup></td><td align="center" valign="middle">U</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Gilano et al (2025) [<xref ref-type="bibr" rid="ref77">77</xref>]</td><td align="center" valign="middle">Ethopia</td><td align="center" valign="middle">675</td><td align="center" valign="middle">Pregnant women (16&#x2010;28 wk gestation)</td><td align="center" valign="middle">Antenatal to 6 months after birth</td><td align="center" valign="middle">BL, 1 month, 6 months</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Interview</td><td align="center" valign="middle">S</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle" colspan="15">Breastfeeding and feeding practices</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Palacios et al (2018) [<xref ref-type="bibr" rid="ref67">67</xref>]<sup><xref ref-type="table-fn" rid="table3fn12">l</xref></sup></td><td align="center" valign="middle">United States</td><td align="center" valign="middle">202</td><td align="center" valign="middle">Caregivers of infants 0&#x2010;2 months old participating in the WIC program,<break/>Intervention: infant age 0.93 (SD 0.44) months; Control: infant age 0.98 (SD 0.47) months</td><td align="center" valign="middle">4 months</td><td align="center" valign="middle">BL, 4 months</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Davis et al (2023) [<xref ref-type="bibr" rid="ref64">64</xref>]<sup><xref ref-type="table-fn" rid="table3fn9">i</xref></sup></td><td align="center" valign="middle">United States</td><td align="center" valign="middle">38</td><td align="center" valign="middle">Parent of an infant aged 3&#x2010;30 days</td><td align="center" valign="middle">12 months</td><td align="center" valign="middle">BL (0&#x2010;2 wk), 2&#x2010;4 months, 6&#x2010;9 mo, and 12 months</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Li et al (2024) [<xref ref-type="bibr" rid="ref72">72</xref>]<sup><xref ref-type="table-fn" rid="table3fn13">m</xref></sup></td><td align="center" valign="middle">China</td><td align="center" valign="middle">1332</td><td align="center" valign="middle">Caregivers of children 0&#x2010;3 years, Intervention: 8.6 (SD 7.2) months; Control: 9.0 (SD 6.8) months</td><td align="center" valign="middle">9 months</td><td align="center" valign="middle">BL and 9 months</td><td align="center" valign="middle">WeChat</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle" colspan="15">Combined<sup><xref ref-type="table-fn" rid="table3fn14">n</xref></sup></td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Wen et al (2020) [<xref ref-type="bibr" rid="ref52">52</xref>]</td><td align="center" valign="middle">Australia</td><td align="center" valign="middle">1155</td><td align="center" valign="middle">Pregnant women (24&#x2010;34 wk pregnant)</td><td align="center" valign="middle">Antenatal to 10 months after birth</td><td align="center" valign="middle">BL, 6, and 12 months of child age</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Wu et al (2023) [<xref ref-type="bibr" rid="ref61">61</xref>]</td><td align="center" valign="middle">China</td><td align="center" valign="middle">1610</td><td align="center" valign="middle">Infants and young children aged 6&#x2010;20 months old and their primary caregivers, 36% aged 6&#x2010;11 months, 64% aged 12&#x2010;20 months</td><td align="center" valign="middle">2 months</td><td align="center" valign="middle">BL, 1 month, and 2 months</td><td align="center" valign="middle">WeChat</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">S</td><td align="center" valign="middle">S</td><td align="center" valign="middle">S</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">S</td><td align="center" valign="middle">NS</td></tr><tr><td align="left" valign="middle" colspan="15">Diet</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>R&#x00F8;ed et al (2021) [<xref ref-type="bibr" rid="ref54">54</xref>]</td><td align="center" valign="middle">Norway</td><td align="center" valign="middle">291</td><td align="center" valign="middle">Parents of infants and toddlers, mean age<break/>10.9 (1.2) months old</td><td align="center" valign="middle">6 months</td><td align="center" valign="middle">BL and 6 months</td><td align="center" valign="middle">Website</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Helle et al (2019) [<xref ref-type="bibr" rid="ref50">50</xref>]</td><td align="center" valign="middle">Norway</td><td align="center" valign="middle">715</td><td align="center" valign="middle">Mother of a 3&#x2010;5 month-old infant</td><td align="center" valign="middle">12 months</td><td align="center" valign="middle">BL (child age: 5 months), 12 months (intervention completion), and one year after the intervention (child age: 24 months)</td><td align="center" valign="middle">Website</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle" colspan="15">Sleep</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Moon et al (2017) [<xref ref-type="bibr" rid="ref63">63</xref>]</td><td align="center" valign="middle">United States</td><td align="center" valign="middle">1600</td><td align="center" valign="middle">Mothers of infants, mean age 11.2 (SD 4.4) weeks</td><td align="center" valign="middle">60 days</td><td align="center" valign="middle">BL and infant age 60 days</td><td align="center" valign="middle">Email or SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S</td></tr></tbody></table><table-wrap-foot><fn id="table3fn1"><p><sup>a</sup>Due to the nature of recruitment in pregnancy, the duration of the intervention was not always clear.</p></fn><fn id="table3fn2"><p><sup>b</sup>PA: physical activity.</p></fn><fn id="table3fn3"><p><sup>c</sup>SB: sedentary behavior.</p></fn><fn id="table3fn4"><p><sup>d</sup>ST: screen time.</p></fn><fn id="table3fn5"><p><sup>e</sup>S/NS: some significant and some nonsignificant results.</p></fn><fn id="table3fn6"><p><sup>f</sup>Not applicable,</p></fn><fn id="table3fn7"><p><sup>g</sup>S: significant.</p></fn><fn id="table3fn8"><p><sup>h</sup>BL: baseline.</p></fn><fn id="table3fn9"><p><sup>i</sup>These interventions focused only on breastfeeding, but other infant feeding practice outcomes (eg, introduction to formula and complementary foods, giving dairy or dairy products, water, semisolid, or solid foods) were also assessed.</p></fn><fn id="table3fn10"><p><sup>j</sup>NS: not significant.</p></fn><fn id="table3fn11"><p><sup>k</sup>U: percentages reported for each group but insufficient information to determine statistical significance.</p></fn><fn id="table3fn12"><p><sup>l</sup>These studies were pilot randomized controlled trials (RCT) or feasibility RCT.</p></fn><fn id="table3fn13"><p><sup>m</sup>This study enrolled children up to 3 years, but the average age in both arms fell within infancy; the study is therefore reported under the pregnancy-infancy category.</p></fn><fn id="table3fn14"><p><sup>n</sup>The combined interventions focused on multiple behaviors eg, diet and physical activity/sedentary behavior.</p></fn></table-wrap-foot></table-wrap><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Study characteristics and effectiveness of autonomously delivered digital interventions focusing on toddlers (12&#x2010;35 months; &#x2265;1 to -&#x003C;3 years): randomized controlled trials published between 2011&#x2010;2026 and across multiple countries (n=6).</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="center" valign="middle">Author (date)</td><td align="center" valign="middle">Country</td><td align="center" valign="middle">N</td><td align="center" valign="middle">Target group</td><td align="center" valign="middle">Duration</td><td align="center" valign="middle">Follow-up</td><td align="center" valign="middle">Intervention type</td><td align="center" valign="middle">Assessment details</td><td align="center" valign="middle">Feeding practices</td><td align="center" valign="middle">Diet</td><td align="center" valign="middle">PA<sup><xref ref-type="table-fn" rid="table4fn1">a</xref></sup></td><td align="center" valign="middle">SB<sup><xref ref-type="table-fn" rid="table4fn2">b</xref></sup></td><td align="center" valign="middle">ST<sup><xref ref-type="table-fn" rid="table4fn3">c</xref></sup></td><td align="center" valign="middle">Sleep</td></tr></thead><tbody><tr><td align="left" valign="middle" colspan="14">Combined<sup><xref ref-type="table-fn" rid="table4fn4">d</xref></sup></td></tr><tr><td align="left" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Alexandrou et al (2023) [<xref ref-type="bibr" rid="ref60">60</xref>]<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td><td align="center" valign="middle">Sweden</td><td align="center" valign="middle">552</td><td align="center" valign="middle">Parents with a 2.5&#x2010;3 y-old child,<break/>2.5 years (n=403), 3 years (n=149)</td><td align="center" valign="middle">6 months</td><td align="center" valign="middle">BL<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup> and 6 months</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S<sup><xref ref-type="table-fn" rid="table4fn7">g</xref></sup></td><td align="center" valign="middle">NS<sup><xref ref-type="table-fn" rid="table4fn8">h</xref></sup></td><td align="center" valign="middle">-</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sandborg et al (2025) [<xref ref-type="bibr" rid="ref71">71</xref>]</td><td align="center" valign="middle">Australia</td><td align="center" valign="middle">1165</td><td align="center" valign="middle">Parents with a child 18&#x2010;35 months (mean age 27.1 [SD 4.1] months)</td><td align="center" valign="middle">12 months</td><td align="center" valign="middle">BL and 6 months</td><td align="center" valign="middle">App +SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">S</td></tr><tr><td align="left" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Jongpaiboonpatana et al (2025) [<xref ref-type="bibr" rid="ref73">73</xref>]</td><td align="center" valign="middle">Thailand</td><td align="center" valign="middle">112</td><td align="center" valign="middle">Parents of children aged 12&#x2010;36 months;<break/>Intervention 23.3 (SD 6.2) months; Control: 22.5 (SD 7.0) months</td><td align="center" valign="middle">6 weeks</td><td align="center" valign="middle">BL, 6, and 10 weeks</td><td align="center" valign="middle">Online videos</td><td align="center" valign="middle">Survey + interview</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle" colspan="14">Diet</td></tr><tr><td align="left" valign="middle">Cunningham et al (2026) [<xref ref-type="bibr" rid="ref78">78</xref>]</td><td align="center" valign="middle">Nepal</td><td align="center" valign="middle">2537</td><td align="center" valign="middle">Families with children aged 12&#x2010;23 months</td><td align="center" valign="middle">1000 days</td><td align="center" valign="middle">BL and 1000 days</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hunsrisakhun et al (2025) [<xref ref-type="bibr" rid="ref74">74</xref>]</td><td align="center" valign="middle">Thailand</td><td align="center" valign="middle">303</td><td align="center" valign="middle">Parents of a child 6&#x2010;42 months; Group 1: 23.4 (SD 9.9) months; Group 2: 24.0 (SD 10.6) months</td><td align="center" valign="middle">6 months</td><td align="center" valign="middle">BL, 3, and 6 months</td><td align="center" valign="middle">Facebook Messenger Chatbot (Meta)</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">S/NS<sup><xref ref-type="table-fn" rid="table4fn9">i</xref></sup></td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle">Sleep</td><td align="center" valign="middle"/><td align="center" valign="middle">&#x2003;</td><td align="center" valign="middle"/><td align="center" valign="middle">&#x2003;</td><td align="center" valign="middle"/><td align="center" valign="middle"/><td align="center" valign="middle"/><td align="center" valign="middle"/><td align="center" valign="middle"/><td align="center" valign="middle"/><td align="center" valign="middle"/><td align="center" valign="middle"/><td align="center" valign="middle"/></tr><tr><td align="left" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Mindell et al (2011) [<xref ref-type="bibr" rid="ref68">68</xref>]</td><td align="center" valign="middle">United States</td><td align="center" valign="middle">264</td><td align="center" valign="middle">Mothers and their infant or toddler (ages 6&#x2010;36 months, mean age 19.4 [SD 8.9] months)</td><td align="center" valign="middle">2 weeks</td><td align="center" valign="middle">Days 8 (BL), 15, and 22</td><td align="center" valign="middle">Website +emails</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S</td></tr></tbody></table><table-wrap-foot><fn id="table4fn1"><p><sup>a</sup>PA: physical activity.</p></fn><fn id="table4fn2"><p><sup>b</sup>SB: sedentary behavior.</p></fn><fn id="table4fn3"><p><sup>c</sup>ST: screen time.</p></fn><fn id="table4fn4"><p><sup>d</sup>The combined interventions focused on multiple behaviors eg, diet and physical activity/sedentary behavior.</p></fn><fn id="table4fn5"><p><sup>e</sup>This study focused on both the toddler period and preschool age.</p></fn><fn id="table4fn6"><p><sup>f</sup>BL: baseline.</p></fn><fn id="table4fn7"><p><sup>g</sup>S: significant.</p></fn><fn id="table4fn8"><p><sup>h</sup>NS: not significant.</p></fn><fn id="table4fn9"><p><sup>i</sup>S/NS: some significant and some nonsignificant results.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-3"><title>Risk of Bias in Studies</title><p>The susceptibility to bias of the included studies is presented in <xref ref-type="table" rid="table2">Table 2</xref>. Briefly, all studies measured outcomes the same way for groups and had an appropriate study design (n=38) [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref81">81</xref>]. Most studies used appropriate statistical analyses (n=37) [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref81">81</xref>], had true randomization (n=36) [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref81">81</xref>], had complete follow-up (or, if not, adequately described and analyzed differences between groups in terms of their follow-up; n=31) [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref73">73</xref>-<xref ref-type="bibr" rid="ref79">79</xref>], used intention-to-treat analysis (n=30) [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>-<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref80">80</xref>], and treated groups identically (other than the intervention of interest; n=33) [<xref ref-type="bibr" rid="ref45">45</xref>-<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>-<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref58">58</xref>-<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref63">63</xref>-<xref ref-type="bibr" rid="ref81">81</xref>]. Findings were mixed for other risk of bias items; in particular, concealment of group allocation (yes: n=17 [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref80">80</xref>]; unclear: n=18 [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref81">81</xref>]; no: n=3 [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>]), similarity of groups at baseline (yes=25 [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>-<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref80">80</xref>]; no=11 [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref61">61</xref>-<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]; unclear=2 [<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref81">81</xref>]), blinding of participants (yes=6 [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref80">80</xref>]; no=27 [<xref ref-type="bibr" rid="ref45">45</xref>-<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref56">56</xref>-<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref70">70</xref>-<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref81">81</xref>]; unclear=5 [<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref67">67</xref>]), blinding of outcome assessors (yes=22 [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref46">46</xref>-<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref55">55</xref>-<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref73">73</xref>-<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]; no=3 [<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref71">71</xref>]; unclear=13 [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref81">81</xref>]), reliability of outcome measures (yes=28 [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref74">74</xref>-<xref ref-type="bibr" rid="ref81">81</xref>]; unclear=10 [<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref61">61</xref>-<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref70">70</xref>-<xref ref-type="bibr" rid="ref73">73</xref>]). The item assessing the blinding of treatment deliverers was not applicable for many studies, as the digital interventions under investigation were all autonomously delivered.</p></sec><sec id="s3-4"><title>Results of Synthesis</title><sec id="s3-4-1"><title>Intervention Characteristics</title><p>Key intervention characteristics of the included studies spanning pregnancy to infancy, toddlers, and preschoolers are presented in <xref ref-type="table" rid="table2">Tables 2</xref><xref ref-type="table" rid="table3"/>-<xref ref-type="table" rid="table4">4</xref>, respectively. Additional details on the intervention and control conditions for each age group are available (in Tables S2-S4 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>). Overall, intervention duration ranged from 2 weeks [<xref ref-type="bibr" rid="ref68">68</xref>] to 1000 days [<xref ref-type="bibr" rid="ref78">78</xref>]. The included studies used various delivery channels of digital technologies for the intervention. The most common digital tools used were apps (11/38, 29%) [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref75">75</xref>], followed by SMS text messaging (10/38, 26%) [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref81">81</xref>], and web- or internet-based (6/38, 16%) [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref66">66</xref>]. Other digital tools used included WeChat (Tencent; 3/38, 8%) [<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref72">72</xref>], online videos (1/38, 3%) [<xref ref-type="bibr" rid="ref73">73</xref>], a combination of app and SMS text messaging (1/38, 3%) [<xref ref-type="bibr" rid="ref71">71</xref>], websites and emails (1/38, 3%) [<xref ref-type="bibr" rid="ref68">68</xref>], or email and SMS text messaging (1/38, 3%) [<xref ref-type="bibr" rid="ref63">63</xref>], a tablet-based program (2/38, 5%) [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref76">76</xref>], automated voice calls (1/38, 3%) [<xref ref-type="bibr" rid="ref56">56</xref>], and Facebook Messenger Chatbot (Meta; 1/38, 3%) [<xref ref-type="bibr" rid="ref74">74</xref>].</p></sec><sec id="s3-4-2"><title>Assessment of Target Outcomes</title><p>As shown in <xref ref-type="table" rid="table2">Tables 2</xref><xref ref-type="table" rid="table3"/>-<xref ref-type="table" rid="table4">4</xref>, a broad range of methods and definitions of outcomes were used, with varying numbers as well as timing of the follow-up measures. Outcomes were mainly assessed by parent report using a range of different questionnaires, except for 5 studies where objective methods were used. Four studies [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref81">81</xref>] used accelerometry to assess physical activity and sedentary behavior, and one study [<xref ref-type="bibr" rid="ref66">66</xref>] used reflective spectroscopy to assess dietary intake (fruit and vegetable consumption).</p></sec><sec id="s3-4-3"><title>Intervention Effectiveness</title><sec id="s3-4-3-1"><title>Effectiveness of Studies Focusing on Pregnancy to Infancy</title><p>The level of effectiveness of the studies spanning pregnancy to infancy is presented in <xref ref-type="table" rid="table3">Table 3</xref> (overview) and Table S5 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref> (details).</p><p>Among the studies that targeted breastfeeding, most reported no difference in breastfeeding outcomes between the groups [<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref80">80</xref>], or mixed results [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref76">76</xref>], while one study [<xref ref-type="bibr" rid="ref79">79</xref>] reported breastfeeding outcomes as percentages only, with insufficient information to determine statistical significance. Of the interventions that showed an effect on one or more of the breastfeeding outcomes [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], most targeted mothers already in pregnancy, ranging from gestational week 11-37 [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref77">77</xref>] with the remainder commencing post-birth [<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref76">76</xref>] (<xref ref-type="table" rid="table3">Table 3</xref> and Table S5 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>). The duration of the successful interventions ranged between 30 days and up to 6 months post partum, with a variety in digital delivery modes including an app [<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref58">58</xref>], SMS text messaging [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], web-based [<xref ref-type="bibr" rid="ref45">45</xref>], tablet-based [<xref ref-type="bibr" rid="ref76">76</xref>], and WeChat [<xref ref-type="bibr" rid="ref51">51</xref>] (Table S2 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>).</p><p>Three of the studies also reported results for the effectiveness of the intervention on feeding practices, showing a significant reduction in bottle-feeding at 6 months in the intervention group [<xref ref-type="bibr" rid="ref59">59</xref>] but no difference in the introduction of formula and complementary foods between the groups [<xref ref-type="bibr" rid="ref53">53</xref>]. One study reported mixed results with a significantly lower rate of giving dairy products to the child 0&#x2010;1 months post partum in the intervention groups but no difference in giving semisolid or solid foods at 0&#x2010;1 month, 2&#x2010;3 months, and 4&#x2010;5 months [<xref ref-type="bibr" rid="ref51">51</xref>]. Three studies targeted both breastfeeding and feeding practices, with most reporting nonsignificant [<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref67">67</xref>] or mixed results [<xref ref-type="bibr" rid="ref72">72</xref>]. In addition, the studies targeting a combination of behaviors [<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref61">61</xref>] reported significant improvements in feeding-related outcomes (eg, appropriate timing of solid foods and diet diversity).</p><p>The 2 studies targeting diet during infancy reported mixed findings [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>]. In more detail, R&#x00F8;ed et al [<xref ref-type="bibr" rid="ref54">54</xref>] reported a larger increase in the frequency of vegetable intake in the intervention group compared to the control group but no difference in child food intake of fruits, vegetables, and discretionary foods between baseline and 6 months. In contrast, Helle et al [<xref ref-type="bibr" rid="ref50">50</xref>] reported nonsignificant findings for all dietary intake variables, child mealtime habits, frequency of family meals, maternal feeding practices, and maternal feeding style at 12 months. However, impact was reported for other feeding practices, with significantly higher food responsiveness and lower emotional overeating in the intervention group compared to the control [<xref ref-type="bibr" rid="ref50">50</xref>]. Both interventions were delivered via a website and included intervention content in video as well as recipes. R&#x00F8;ed et al [<xref ref-type="bibr" rid="ref54">54</xref>] also included modules with lessons, activity elements (eg, quizzes), a discussion forum, and weekly emails was half as long as that of Helle et al [<xref ref-type="bibr" rid="ref50">50</xref>] (6 months vs 12 months), and targeted older infants (mean age 11 months vs 3&#x2010;5 months old).</p><p>Only one study targeted sleep in the infancy period and reported significant improvements for infant sleep practices in the intervention group [<xref ref-type="bibr" rid="ref63">63</xref>]. Sleep practices included a higher prevalence of placing their infant in a supine position, room sharing without bed sharing, no soft bedding use, and any pacifier use. The intervention was 60 days and included health messages and educational videos delivered by email or SMS text messages.</p></sec><sec id="s3-4-3-2"><title>Effectiveness of Studies Focusing on Toddlers</title><p>The effectiveness of studies focusing on toddlers is presented in <xref ref-type="table" rid="table4">Table 4</xref> (overview) and Table S6 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref> (details). Among the interventions targeting multiple behaviors, one reported significant improvements in diet (higher vegetable intake and lower intakes of sweet and savory treats and sweet drinks) and less screen time but no differences in physical activity [<xref ref-type="bibr" rid="ref60">60</xref>]. The other studies reported significant improvements in parental knowledge of child movement behaviors and sleep [<xref ref-type="bibr" rid="ref71">71</xref>] and increases in parent-child play frequency [<xref ref-type="bibr" rid="ref73">73</xref>], but no significant improvements related to screen time [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref73">73</xref>].</p><p>The 2 studies targeting diet also reported mixed findings [<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref78">78</xref>]. One intervention did not demonstrate overall improvements in dietary diversity [<xref ref-type="bibr" rid="ref78">78</xref>]. The other intervention reported several significant improvements in feeding-related behaviors (eg, reduced bottle use and fewer night feedings) but also nonsignificant outcomes (eg, consuming sweet foods) [<xref ref-type="bibr" rid="ref74">74</xref>].</p><p>The other study in this age group targeted sleep only and reported improved sleep (decreased sleep onset latency, decreased number/duration of night wakings, increased sleep continuity, and increased nighttime sleep) in the intervention group compared to the control group [<xref ref-type="bibr" rid="ref68">68</xref>]. The intervention duration and digital delivery mode varied; one was 6 months in duration and delivered using an app [<xref ref-type="bibr" rid="ref60">60</xref>], while the sleep intervention was 2 weeks and delivered via a website and emails [<xref ref-type="bibr" rid="ref68">68</xref>] (<xref ref-type="table" rid="table4">Table 4</xref> and Table S3 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>).</p></sec><sec id="s3-4-3-3"><title>Effectiveness of Studies Focusing on Preschoolers</title><p>The effectiveness of the studies focusing on preschoolers is presented in <xref ref-type="table" rid="table5">Table 5</xref> (overview) and Table S7 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>; details). Among the studies targeting a combination of behaviors, most reported significant improvements for feeding practices (2/2, 100%) [<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>] and diet (3/4, 75%) [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref49">49</xref>], for example, lower intakes of sweetened beverages [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref46">46</xref>] and discretionary foods [<xref ref-type="bibr" rid="ref49">49</xref>], and higher intakes of fruit and vegetables [<xref ref-type="bibr" rid="ref44">44</xref>], while one study reported null effects for child eating style and eating related to hunger [<xref ref-type="bibr" rid="ref47">47</xref>]. All studies targeting a combination of behaviors reported null effects for physical activity (3/3, 100%) [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>], sedentary behavior (2/2, 100%) [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref46">46</xref>], and sleep (1/1, 100%) [<xref ref-type="bibr" rid="ref49">49</xref>]. The 2 studies targeting screen time reported both positive [<xref ref-type="bibr" rid="ref44">44</xref>] and null results [<xref ref-type="bibr" rid="ref49">49</xref>]. Similarly, the studies targeting physical activity reported no overall effects on physical activity or sedentary behavior [<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref81">81</xref>], except for context-specific effects (eg, presence of a parent, weather-dependent) and increased parental moderate-to-vigorous physical activity [<xref ref-type="bibr" rid="ref81">81</xref>].</p><table-wrap id="t5" position="float"><label>Table 5.</label><caption><p>Study characteristics and effectiveness of autonomously delivered digital interventions focusing on the preschool age (36&#x2010;59 months; &#x2265;3 to -&#x003C;5 y): randomized controlled trials published between 2011 and 2026 and across multiple countries (n=8).</p></caption><table id="table5" frame="hsides" rules="groups"><thead><tr><td align="center" valign="middle">Author (date)</td><td align="center" valign="middle">Country</td><td align="left" valign="middle">N</td><td align="center" valign="middle">Target group</td><td align="center" valign="middle">Duration</td><td align="center" valign="middle">Follow up</td><td align="center" valign="middle">Digital tool</td><td align="center" valign="middle">Assessment details</td><td align="center" valign="middle">Feeding practices</td><td align="center" valign="middle">Diet</td><td align="center" valign="middle">PA<sup><xref ref-type="table-fn" rid="table5fn1">a</xref></sup></td><td align="center" valign="middle">SB<sup><xref ref-type="table-fn" rid="table5fn2">b</xref></sup></td><td align="center" valign="middle">ST<sup><xref ref-type="table-fn" rid="table5fn3">c</xref></sup></td><td align="center" valign="middle">Sleep</td></tr></thead><tbody><tr><td align="left" valign="middle" colspan="14">Combined<sup><xref ref-type="table-fn" rid="table5fn4">d</xref></sup></td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Knowlden et al (2015) [<xref ref-type="bibr" rid="ref44">44</xref>]</td><td align="center" valign="middle">United States</td><td align="left" valign="middle">57</td><td align="center" valign="middle">Mothers of 4&#x2010;6-year-old children</td><td align="center" valign="middle">8 weeks</td><td align="center" valign="middle">BL<sup><xref ref-type="table-fn" rid="table5fn5">e</xref></sup>, 4, and 8 weeks</td><td align="center" valign="middle">Website</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">&#x2014;<sup><xref ref-type="table-fn" rid="table5fn6">f</xref></sup></td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">NS<sup><xref ref-type="table-fn" rid="table5fn7">g</xref></sup></td><td align="center" valign="middle">S<sup><xref ref-type="table-fn" rid="table5fn8">h</xref></sup></td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Delisle-Nystr&#x00F6;m et al (2017) [<xref ref-type="bibr" rid="ref46">46</xref>]</td><td align="center" valign="middle">Sweden</td><td align="left" valign="middle">315</td><td align="center" valign="middle">Parents of children aged 4 years,<break/>Intervention: 4.5 (SD 0.1) years, 45% female, maternal age 36.0 (SD 4.1) years; Control: 4.5 (SD 0.1) years</td><td align="center" valign="middle">6 months</td><td align="center" valign="middle">BL, 6 months</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Direct observation (photos) and acceler-ometry</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Sun et al. (2017) [<xref ref-type="bibr" rid="ref47">47</xref>]<sup><xref ref-type="table-fn" rid="table5fn9">i</xref></sup></td><td align="center" valign="middle">United States</td><td align="left" valign="middle">32</td><td align="center" valign="middle">Chinese mothers and their children 3&#x2010;5-year-old child, mean age 4.3 (SD 0.7) years</td><td align="center" valign="middle">8 weeks</td><td align="center" valign="middle">BL, 3, and 6 months</td><td align="center" valign="middle">Tablet-based program</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">S</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hammersley et al (2019) [<xref ref-type="bibr" rid="ref49">49</xref>]</td><td align="center" valign="middle">Australia</td><td align="left" valign="middle">86</td><td align="center" valign="middle">Parents of 2&#x2010;5 y-old children, mean age 3.5 (SD 0.9) years</td><td align="center" valign="middle">11 weeks</td><td align="center" valign="middle">BL, 3, and 6 months</td><td align="center" valign="middle">Website</td><td align="center" valign="middle">Survey and acceler-ometry</td><td align="center" valign="middle">S</td><td align="center" valign="middle">S</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td></tr><tr><td align="left" valign="middle" colspan="14">Diet</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Bakirci-Taylor et al. (2019) [<xref ref-type="bibr" rid="ref66">66</xref>]<sup><xref ref-type="table-fn" rid="table5fn9">i</xref></sup></td><td align="center" valign="middle">United States</td><td align="left" valign="middle">30</td><td align="center" valign="middle">Parents and children aged 3&#x2010;8 years, Intervention: child age 3.8 (SD 0.8) years; Control: child age 3.6 (SD 1.4) years</td><td align="center" valign="middle">10 weeks</td><td align="center" valign="middle">BL, 5- and 10 weeks</td><td align="center" valign="middle">Website</td><td align="center" valign="middle">Survey, direct observation (photos) and reflective spectroscopy</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S/NS<sup><xref ref-type="table-fn" rid="table5fn10">j</xref></sup></td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Hojati et al (2024) [<xref ref-type="bibr" rid="ref75">75</xref>]</td><td align="center" valign="middle">Iran</td><td align="left" valign="middle">116</td><td align="center" valign="middle">Mothers and children aged 2&#x2010;6 y with confirmed undernutrition, Intervention: 50.3 (SD 11.6) months; Control: 46.51 (SD 13.3) months</td><td align="center" valign="middle">3 months</td><td align="center" valign="middle">BL, 3 months</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Survey</td><td align="center" valign="middle">S</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="left" valign="middle" colspan="14">Physical activity</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Staiano et al (2022) [<xref ref-type="bibr" rid="ref57">57</xref>]</td><td align="center" valign="middle">United States</td><td align="left" valign="middle">72</td><td align="center" valign="middle">Parents and 3&#x2010;5-year-old children, mean age 4.0 (SD 0.8) years</td><td align="center" valign="middle">12 weeks</td><td align="center" valign="middle">BL, 12 weeks (end of intervention), and 24-week (follow-up)</td><td align="center" valign="middle">App</td><td align="center" valign="middle">Direct observation and acceler-ometry</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr><tr><td align="center" valign="middle"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Phillips et al (2026) [<xref ref-type="bibr" rid="ref81">81</xref>]</td><td align="center" valign="middle">Canada</td><td align="left" valign="middle">18</td><td align="center" valign="middle">Parents and children aged 3&#x2010;4 years</td><td align="center" valign="middle">2 weeks</td><td align="center" valign="middle">2&#x202F;weeks; 7 prompts/day; 60-min postprompt outcome windows</td><td align="center" valign="middle">SMS text messaging</td><td align="center" valign="middle">Acceler-ometry</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">S/NS</td><td align="center" valign="middle">NS</td><td align="center" valign="middle">&#x2014;</td><td align="center" valign="middle">&#x2014;</td></tr></tbody></table><table-wrap-foot><fn id="table5fn1"><p><sup>a</sup>PA: physical activity.</p></fn><fn id="table5fn2"><p><sup>b</sup>SB: sedentary behavior.</p></fn><fn id="table5fn3"><p><sup>c</sup>ST: screen time.</p></fn><fn id="table5fn4"><p><sup>d</sup>The combined interventions focused on multiple behaviors eg, diet and physical activity/sedentary behavior.</p></fn><fn id="table5fn5"><p><sup>e</sup>BL: baseline</p></fn><fn id="table5fn6"><p><sup>f</sup>Not applicable.</p></fn><fn id="table5fn7"><p><sup>g</sup>NS: not significant.</p></fn><fn id="table5fn8"><p><sup>h</sup>S: significant.</p></fn><fn id="table5fn9"><p><sup>i</sup>These studies were pilot randomized controlled trials.</p></fn><fn id="table5fn10"><p><sup>j</sup>S/NS: some significant and some nonsignificant results.</p></fn></table-wrap-foot></table-wrap><p>The studies targeting diet only reported higher vegetable intake in the intervention group but no difference in the frequency of fruit and vegetable consumption [<xref ref-type="bibr" rid="ref66">66</xref>] and significant improvements in maternal nutrition knowledge, feeding attitudes, and nutrition practices [<xref ref-type="bibr" rid="ref75">75</xref>].</p><p>The interventions with an effect on diet and/or feeding practices ranged from 8 weeks to 6 months, with the majority being 8&#x2010;11 weeks [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref75">75</xref>], and the digital delivery mode included using a website or web-based intervention [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref66">66</xref>], an app [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref75">75</xref>] and a tablet-based program [<xref ref-type="bibr" rid="ref47">47</xref>] (<xref ref-type="table" rid="table5">Table 5</xref> and Table S4 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>). The study that had a significant intervention effect on screen time targeted 4&#x2010;6-year-olds (n=57) and delivered a web-based intervention over 8 weeks [<xref ref-type="bibr" rid="ref44">44</xref>]. Hammersley et al [<xref ref-type="bibr" rid="ref49">49</xref>] evaluated the effectiveness of a website but found no effect on screen time. Their intervention duration was longer (11 wk), and the participating children were younger (mean age ~3.5, SD 0.9 years; n=86).</p></sec></sec></sec><sec id="s3-5"><title>Intervention Development and Engagement</title><p>Co-design, intervention theory, process evaluation, and engagement outcomes for studies focusing on pregnancy to infancy, toddlers, and preschoolers are shown in Tables S8, S9, and S10 in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>, respectively.</p><sec id="s3-5-1"><title>Co-Design</title><p>Of the 38 interventions, 24 (63%) [<xref ref-type="bibr" rid="ref45">45</xref>-<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref53">53</xref>-<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref58">58</xref>-<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>-<xref ref-type="bibr" rid="ref80">80</xref>] reported some form of co-design or end-user engagement in the development of the intervention. The extent of co-design or end-user engagement ranged from end users&#x2019; (ie, parents&#x2019;) views on delivery platforms [<xref ref-type="bibr" rid="ref45">45</xref>] and pilot testing content with end users (eg, [<xref ref-type="bibr" rid="ref46">46</xref>]) to intensive qualitative work involving a range of stakeholders to inform all aspects of the intervention [<xref ref-type="bibr" rid="ref63">63</xref>]. Of the 24 interventions reporting some form of co-design, 16 (67%) showed some evidence of effectiveness. By comparison, 10 of the 14 interventions (71%) that did not report any form of co-design showed some evidence of effectiveness.</p></sec><sec id="s3-5-2"><title>Intervention Theory</title><p>Twenty-seven of the 38 interventions (71%) [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref64">64</xref>-<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref70">70</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>-<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref81">81</xref>] reported being underpinned by theory. The most commonly used approaches were social-cognitive and learning-based theories, including Social Cognitive Theory [<xref ref-type="bibr" rid="ref44">44</xref>-<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>], the Health Belief Model [<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref64">64</xref>], social learning theory [<xref ref-type="bibr" rid="ref73">73</xref>], Protection Motivation Theory [<xref ref-type="bibr" rid="ref74">74</xref>], and behavior-change communication frameworks [<xref ref-type="bibr" rid="ref77">77</xref>]. Motivational and self-regulatory models were also used, such as Self-Determination Theory [<xref ref-type="bibr" rid="ref81">81</xref>], the TransTheoretical model of health behavior change [<xref ref-type="bibr" rid="ref67">67</xref>], the Information Motivation Behavioral Skills model [<xref ref-type="bibr" rid="ref47">47</xref>], and breastfeeding self-efficacy frameworks [<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. Several interventions used comprehensive design frameworks, including the Behavior Change Wheel [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref80">80</xref>], the Theoretical Domains Framework [<xref ref-type="bibr" rid="ref80">80</xref>], and the World Health Organization (WHO) comprehensive health literacy model [<xref ref-type="bibr" rid="ref72">72</xref>], while others used technology-oriented or implementation-focused models such as the Behavioral Intervention Technology Model [<xref ref-type="bibr" rid="ref55">55</xref>], AI-supported behavior-change models [<xref ref-type="bibr" rid="ref74">74</xref>], and a formal theory of change [<xref ref-type="bibr" rid="ref78">78</xref>]. Of the 27 interventions that reported being underpinned by theory, 19 (70%) showed some evidence of effectiveness. By comparison, 6 of the 11 (55%) interventions that did not report any use of theory to underpin the intervention showed some evidence of effect.</p></sec><sec id="s3-5-3"><title>Process Evaluation</title><p>Process evaluation results were reported for 24 studies (63%). These mostly focused on subjective reports of acceptability, satisfaction, and usefulness (n=17) [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref45">45</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref81">81</xref>] and/or objective measures of delivery/use (eg, successful delivery of SMS text messaging, usage data for websites/apps; n=9) [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref51">51</xref>-<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref64">64</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>]. Interventions using mobile apps were most consistently found to be acceptable and useful; apps were predominantly rated highly for ease of use, design, and helpfulness [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref69">69</xref>]. Although SMS text messaging interventions were generally found to be acceptable and useful, some studies reported declining engagement over time [<xref ref-type="bibr" rid="ref52">52</xref>] or technical issues (eg, issues with SMS text messaging delivery [<xref ref-type="bibr" rid="ref67">67</xref>] or phone service [<xref ref-type="bibr" rid="ref64">64</xref>]). Web-based interventions showed mixed results in terms of acceptability and usage, with studies generally finding lower engagement compared to apps; for example, R&#x00F8;ed et al [<xref ref-type="bibr" rid="ref54">54</xref>] reported that 13% of participants never used the website, while Bakirci-Taylor et al [<xref ref-type="bibr" rid="ref66">66</xref>] reported that participants engaged more with the Facebook page than the mobile website. Other interventions using Facebook reported less positive results; for example, Hammersley et al [<xref ref-type="bibr" rid="ref49">49</xref>] reported that only 39% of participants found the Facebook component useful. In contrast, the Facebook Messenger Chatbot intervention reported high satisfaction (mean score 4.0 out of 5; SD 0.5-0.6 across groups) [<xref ref-type="bibr" rid="ref74">74</xref>].</p></sec><sec id="s3-5-4"><title>Engagement</title><p>Engagement outcomes were reported by 24 studies (63%); n=7 [<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] used subjective measures (eg, self-reported use), n=13 [<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref74">74</xref>] used objective measures (eg, app analytics), and n=4 [<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref80">80</xref>] used both. Of these, 6 studies examined the impact of engagement on intervention effectiveness, with mixed findings across behaviors. All breastfeeding-focused interventions reported no impact on the outcomes [<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref69">69</xref>], whereas studies targeting breastfeeding and feeding practices [<xref ref-type="bibr" rid="ref72">72</xref>], diet [<xref ref-type="bibr" rid="ref78">78</xref>], and movement behaviors [<xref ref-type="bibr" rid="ref71">71</xref>] found that higher engagement (eg, more videos viewed, messages opened, or greater app use) was associated with more favorable outcomes.</p></sec></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>This systematic review provides a comprehensive overview of autonomously delivered digital interventions targeting multiple behaviors in the first 2000 days and examines co-design, engagement, and process evaluation, areas rarely assessed in previous reviews. Thirty-eight interventions were included in the review, with most focusing on improving breastfeeding practices by targeting mothers and their youngest children (newborns and infants) and a growing number of studies targeting toddlers and preschoolers. Overall, intervention designs varied considerably, and results were mixed for all targeted age groups with no apparent trend in intervention characteristics (eg, target behavior and digital delivery mode) for interventions shown to be effective. Although most studies reported some form of co-design or end-user engagement, very few examined the impact of engagement on the efficacy of the intervention.</p><p>The variability in intervention design is not unique for autonomously delivered digital interventions, and previous reviews on digital interventions for improving breastfeeding have similarly reported heterogeneity; for example, in delivery modes [<xref ref-type="bibr" rid="ref82">82</xref>-<xref ref-type="bibr" rid="ref84">84</xref>]. In terms of effectiveness, most of the included studies in our review reported no differences in breastfeeding outcomes between the groups and reported mixed results. These findings are similar to previous systematic reviews and meta-analyses focusing solely on mobile apps [<xref ref-type="bibr" rid="ref83">83</xref>], remote provision of breastfeeding support education (eg, telephone, SMS text messaging, social media, video call, and email) [<xref ref-type="bibr" rid="ref82">82</xref>], or mHealth-based interventions to promote breastfeeding [<xref ref-type="bibr" rid="ref84">84</xref>]. To illustrate, Ziebart et al [<xref ref-type="bibr" rid="ref83">83</xref>] found insufficient evidence for sustained beneficial effects of breastfeeding promotion and support through mobile apps on breastfeeding rates, while Gavine et al [<xref ref-type="bibr" rid="ref82">82</xref>] concluded that remote interventions can be effective for improving exclusive breastfeeding at 3 months but with low certainty of evidence due to risk of bias, substantial heterogeneity, and imprecision in some outcomes. In contrast, Qian et al [<xref ref-type="bibr" rid="ref84">84</xref>] reported, amongst other things, improvements in exclusive breastfeeding rates up to 6 months after delivery in comparison with usual care. These previous reviews included only up to 4 of the studies captured in our review, likely due to differences in search timeframes and inclusion/exclusion criteria. For example, Ziebart et al [<xref ref-type="bibr" rid="ref83">83</xref>] focused exclusively on mobile apps related to breastfeeding and excluded web-based interventions; Gavine et al [<xref ref-type="bibr" rid="ref82">82</xref>] limited their search to studies published after 2010 and focused on remote care broadly; and Qian et al [<xref ref-type="bibr" rid="ref84">84</xref>] included a wider range of mHealth modalities (eg, phone calls, SMS text messaging, and interactive systems) but only considered breastfeeding outcomes. In contrast, our review included RCTs targeting a broader set of health behaviors (breastfeeding, feeding practices, diet, physical activity, sedentary behavior, and sleep) in children aged 0&#x2010;5 years, delivered solely via autonomous digital technologies. Thus, our review provides an important addition to the existing evidence.</p><p>Moreover, we report the effectiveness of interventions covering the first 5 years of life, which is recognized as a critical period for establishment of health behaviors. The studies targeting toddlers showed promising results for diet, screen time, and sleep but not physical activity. However, there were only 6 [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] studies in this age group, highlighting the need for more research targeting toddlers. Similarly, the number of studies targeting preschoolers was limited, and results indicated significant improvements for feeding practices and diet, mixed findings for screen time, and no overall differences for children&#x2019;s physical activity, sedentary behavior, and sleep, although one trial reported context-specific reductions in children&#x2019;s sedentary time and increased parental moderate-to-vigorous physical activity. Previous systematic reviews on digital interventions to promote these health behaviors in preschoolers have also reported mixed findings [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. For example, Zhou et al [<xref ref-type="bibr" rid="ref26">26</xref>] reported significant improvements for dietary behaviors and sleep but no significant improvements in physical activity for parent-based eHealth interventions. In contrast, a systematic review and meta-analysis on the effectiveness of eHealth interventions for promoting 24-hour movement behaviors in preschoolers [<xref ref-type="bibr" rid="ref25">25</xref>] reported small but positive effects on physical activity, sedentary time, and sleep. One potential explanation for the discrepancies in results could be differences in intervention delivery, as most of the included studies in the meta-analysis relied on human interaction (eg, courses with staff members, motivational coaching, individual discussion/telephone calls, face-to-face workshop, and home visits) [<xref ref-type="bibr" rid="ref25">25</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. Although autonomously delivered interventions have greater potential for scalability and potential cost-effectiveness, digital interventions including a delivery personnel component might be more effective; however, considering the paucity of studies in this age group, more research is required to determine this.</p><p>Reporting of elements related to the design and evaluation of interventions, including co-design and process evaluation, is important considering that these can help improve intervention effectiveness [<xref ref-type="bibr" rid="ref85">85</xref>] and identify key components that contribute to the success of interventions [<xref ref-type="bibr" rid="ref86">86</xref>], respectively. Another important aspect is participant engagement, as it can provide information on levels of intervention exposure and uptake, which are crucial for effectiveness, as well as help identify factors that may optimize engagement [<xref ref-type="bibr" rid="ref33">33</xref>] and ultimately inform the development of more impactful interventions. Although most of the included studies reported some form of co-design or end-user engagement, only 6 studies [<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] examined the impact of engagement on intervention effectiveness. In contrast with previous findings in other populations (eg, [<xref ref-type="bibr" rid="ref87">87</xref>,<xref ref-type="bibr" rid="ref88">88</xref>]) and outcomes such as parenting practices and cognitions [<xref ref-type="bibr" rid="ref71">71</xref>], the studies included in this review reported mixed findings across behaviors. All breastfeeding-focused interventions reported that higher engagement was not associated with intervention effectiveness on the targeted outcomes (ie, breastfeeding) [<xref ref-type="bibr" rid="ref56">56</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref69">69</xref>], while studies targeting breastfeeding and feeding practices [<xref ref-type="bibr" rid="ref72">72</xref>], diet [<xref ref-type="bibr" rid="ref78">78</xref>], and movement behaviors [<xref ref-type="bibr" rid="ref71">71</xref>] found that higher engagement was associated with more favorable outcomes. Nevertheless, the low reporting rate of engagement suggests that the results from this review about the impact may not fully reflect the intended interventions. Although engagement data are supposedly easy to collect in digital interventions (eg, apps), previous research has highlighted a gap in evaluating and reporting how engagement influences intervention effectiveness [<xref ref-type="bibr" rid="ref89">89</xref>]. This raises critical questions, such as why engagement data are often omitted, and whether low engagement levels could be a contributing factor, with researchers hesitant to report underwhelming results. Despite the assumption that digital interventions increase reach, this may not translate to increased engagement [<xref ref-type="bibr" rid="ref34">34</xref>]. Ultimately, understanding whether and how engagement mediates outcomes is essential to determine the true value of these interventions, and addressing these gaps is crucial for ensuring that scalable interventions are also impactful and meaningfully engaged with by users. This review highlights key considerations for improving future research, including the evaluation and reporting of the impact of engagement on the effectiveness of digital interventions for promoting health behaviors in early childhood.</p></sec><sec id="s4-2"><title>Strengths and Limitations</title><p>This review has several strengths and limitations. A key strength was the systematic approach used to search, screen, and synthesize the literature, including the PROSPERO registration of the review protocol and the use of the JBI Critical Appraisal Checklist for RCTs. Moreover, we focused on digital interventions that were delivered autonomously and thus, in theory, have the capacity to be scaled up and delivered at large without heavy researcher or staff input. Another strength is that we also considered intervention development (co-design and intervention theory) and participant engagement, which are important elements for intervention effectiveness [<xref ref-type="bibr" rid="ref85">85</xref>]; however, this broader evaluation was constrained by the extent of reporting within individual studies. The present review also has limitations to acknowledge. First, despite comprehensive searches across multiple databases, it is possible that relevant studies were missed, particularly unpublished or non-English studies. Second, we restricted the review to autonomously delivered digital interventions, which limit our findings to hybrid models that include human support. Third, considerable heterogeneity in study populations, intervention content, delivery formats, and outcome measures prevented and limited our ability to perform a meta-analysis. The wide variety in intervention objectives, settings, methodologies, and delivery modes also made it difficult to compare findings across studies. Finally, digital health interventions evolve rapidly, and more recent innovations may not yet be represented in the current evidence base, as highlighted by recent evidence underscoring the challenges of synthesizing findings in this fast-moving field [<xref ref-type="bibr" rid="ref22">22</xref>].</p><p>In terms of strengths and limitations for the individual studies, although most studies had an appropriate study design and use of statistical methods, findings were mixed for other risk of bias items, including concealment of group allocation, blinding of participants, and outcome assessors, as well as reliability of outcome measures. Considering the nature of the interventions, blinding of participants and researchers might not be feasible, suggesting that checklists assessing study quality specific to digital interventions are warranted. Most studies also used subjective methods to assess outcomes, which are inherently subject to misreporting biases. Finally, most studies were conducted in high-income countries, which limits generalizability to low-income countries.</p></sec><sec id="s4-3"><title>Conclusion</title><p>This review shows that autonomously delivered digital interventions for early childhood are highly heterogeneous and demonstrate mixed effectiveness, making it difficult to identify which components are most impactful. It is innovative in synthesizing evidence across the first 2000 days while simultaneously examining co-design, engagement, and implementation factors, dimensions rarely brought together in previous work. Unlike earlier reviews that focus on older children, single behaviors, or interventions involving human support, this review focuses solely on scalable autonomously delivered digital interventions for children 0&#x2010;5 years, a formative period for long-term health. Most importantly, it adds new insight by identifying three priority evidence gaps: (1) the scarcity of studies targeting toddlers and preschoolers, (2) inconsistent and incomplete reporting of engagement, and (3) limited understanding of how engagement influences outcomes. While autonomous digital interventions offer clear advantages in reach and scalability, their usefulness ultimately depends on whether interventions remain engaging, relevant, and effective for families. Together, these findings define priority areas for future research and clarify what is needed to strengthen the evidence base for scalable digital interventions in early childhood.</p></sec></sec></body><back><ack><p>We are grateful to Frances Beard (Health Liaison Librarian, Deakin University) for her support in preparing the search strategy. We sincerely thank Cynthia Smith and Stephanie Renehan for their valuable assistance with supplementary searches, data screening and extraction, and duplicate risk of bias assessments conducted during the updated search and review process. All authors contributed to the writing and critically reviewed and approved the final draft of the submitted manuscript. In addition, KDH is supported by a Heart Foundation Future Leader Fellowship (105929). JS was supported by two post-doctoral fellowships from the Henning and Johan Throne-Holst Foundation and the Erik and Edith Fernstr&#x00F6;m Foundation for Medical Research. The funders had no involvement in the study design, data collection, analysis, interpretation, or the writing of the manuscript. Generative artificial intelligence (AI) tools (Microsoft Copilot) were used only for language refinement (eg, improving clarity and phrasing). AI tools were not used to generate scientific content, interpret results, extract data beyond what is described in the Methods, conduct analyses, or create references. All AI&#x2011;assisted text was reviewed, edited, or rewritten by the authors, who take full responsibility for the final manuscript.</p></ack><notes><sec><title>Funding</title><p>No review-specific funding was received. KDH and JS are supported by independent fellowships.</p></sec><sec><title>Data Availability</title><p>All data generated or analyzed during this study are included in this published article and its supplementary information files. The full list of included studies and the data extracted from them are available in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>.</p></sec></notes><fn-group><fn fn-type="conflict"><p>JS is a founder of Science4Families AB, but this company had no role in this research. No other disclosures were reported.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">JBI</term><def><p>Joanna Briggs Institute</p></def></def-item><def-item><term id="abb2">mHealth</term><def><p>mobile health</p></def></def-item><def-item><term id="abb3">PICOS</term><def><p>Population, Intervention, Comparison, Outcomes, and Study design</p></def></def-item><def-item><term id="abb4">PRISMA</term><def><p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p></def></def-item><def-item><term id="abb5">PRISMA-S</term><def><p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses Literature Search Extension</p></def></def-item><def-item><term id="abb6">PROSPERO</term><def><p>International Prospective Register of Systematic Reviews</p></def></def-item><def-item><term id="abb7">RCT</term><def><p>randomized controlled trial</p></def></def-item><def-item><term id="abb8">WHO</term><def><p>World Health Organization</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>North</surname><given-names>K</given-names> </name><name name-style="western"><surname>Gao</surname><given-names>M</given-names> </name><name name-style="western"><surname>Allen</surname><given-names>G</given-names> </name><name name-style="western"><surname>Lee</surname><given-names>AC</given-names> </name></person-group><article-title>Breastfeeding in a global context: epidemiology, impact, and future directions</article-title><source>Clin Ther</source><year>2022</year><month>02</month><volume>44</volume><issue>2</issue><fpage>228</fpage><lpage>244</lpage><pub-id pub-id-type="doi">10.1016/j.clinthera.2021.11.017</pub-id><pub-id pub-id-type="medline">34973827</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Tapia-Serrano</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Sevil-Serrano</surname><given-names>J</given-names> </name><name name-style="western"><surname>S&#x00E1;nchez-Miguel</surname><given-names>PA</given-names> </name><name name-style="western"><surname>L&#x00F3;pez-Gil</surname><given-names>JF</given-names> </name><name name-style="western"><surname>Tremblay</surname><given-names>MS</given-names> </name><name name-style="western"><surname>Garc&#x00ED;a-Hermoso</surname><given-names>A</given-names> </name></person-group><article-title>Prevalence of meeting 24-Hour Movement Guidelines from pre-school to adolescence: a systematic review and meta-analysis including 387,437 participants and 23 countries</article-title><source>J Sport Health Sci</source><year>2022</year><month>07</month><volume>11</volume><issue>4</issue><fpage>427</fpage><lpage>437</lpage><pub-id pub-id-type="doi">10.1016/j.jshs.2022.01.005</pub-id><pub-id pub-id-type="medline">35066216</pub-id></nlm-citation></ref><ref id="ref3"><label>3</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>McArthur</surname><given-names>BA</given-names> </name><name name-style="western"><surname>Volkova</surname><given-names>V</given-names> </name><name name-style="western"><surname>Tomopoulos</surname><given-names>S</given-names> </name><name name-style="western"><surname>Madigan</surname><given-names>S</given-names> </name></person-group><article-title>Global prevalence of meeting screen time guidelines among children 5 years and younger: a systematic review and meta-analysis</article-title><source>JAMA Pediatr</source><year>2022</year><month>04</month><day>1</day><volume>176</volume><issue>4</issue><fpage>373</fpage><lpage>383</lpage><pub-id pub-id-type="doi">10.1001/jamapediatrics.2021.6386</pub-id><pub-id pub-id-type="medline">35157028</pub-id></nlm-citation></ref><ref id="ref4"><label>4</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lioret</surname><given-names>S</given-names> </name><name name-style="western"><surname>Campbell</surname><given-names>KJ</given-names> </name><name name-style="western"><surname>McNaughton</surname><given-names>SA</given-names> </name><etal/></person-group><article-title>Lifestyle patterns begin in early childhood, persist and are socioeconomically patterned, confirming the importance of early life interventions</article-title><source>Nutrients</source><year>2020</year><month>03</month><day>9</day><volume>12</volume><issue>3</issue><fpage>724</fpage><pub-id pub-id-type="doi">10.3390/nu12030724</pub-id><pub-id pub-id-type="medline">32182889</pub-id></nlm-citation></ref><ref id="ref5"><label>5</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Craigie</surname><given-names>AM</given-names> </name><name name-style="western"><surname>Lake</surname><given-names>AA</given-names> </name><name name-style="western"><surname>Kelly</surname><given-names>SA</given-names> </name><name name-style="western"><surname>Adamson</surname><given-names>AJ</given-names> </name><name name-style="western"><surname>Mathers</surname><given-names>JC</given-names> </name></person-group><article-title>Tracking of obesity-related behaviours from childhood to adulthood: a systematic review</article-title><source>Maturitas</source><year>2011</year><month>11</month><volume>70</volume><issue>3</issue><fpage>266</fpage><lpage>284</lpage><pub-id pub-id-type="doi">10.1016/j.maturitas.2011.08.005</pub-id><pub-id pub-id-type="medline">21920682</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cattan</surname><given-names>S</given-names> </name><name name-style="western"><surname>Fitzsimons</surname><given-names>E</given-names> </name><name name-style="western"><surname>Goodman</surname><given-names>A</given-names> </name><name name-style="western"><surname>Phimister</surname><given-names>A</given-names> </name><name name-style="western"><surname>Ploubidis</surname><given-names>GB</given-names> </name><name name-style="western"><surname>Wertz</surname><given-names>J</given-names> </name></person-group><article-title>Early childhood inequalities</article-title><source>Oxf Open Econ</source><year>2024</year><month>07</month><day>5</day><volume>3</volume><issue>Supplement_1</issue><fpage>i711</fpage><lpage>i740</lpage><pub-id pub-id-type="doi">10.1093/ooec/odad072</pub-id></nlm-citation></ref><ref id="ref7"><label>7</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Vicat-Blanc</surname><given-names>L</given-names> </name><name name-style="western"><surname>Merry</surname><given-names>L</given-names> </name><name name-style="western"><surname>Harguind&#x00E9;guy-Lincourt</surname><given-names>MC</given-names> </name><name name-style="western"><surname>Tang</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Van Hulst</surname><given-names>A</given-names> </name></person-group><article-title>Co-design of interventions and services with structurally marginalized populations in the context of maternal and early childhood primary care: a rapid scoping review</article-title><source>Prim Health Care Res Dev</source><year>2025</year><month>06</month><day>16</day><volume>26</volume><fpage>e48</fpage><pub-id pub-id-type="doi">10.1017/S146342362510011X</pub-id><pub-id pub-id-type="medline">40518975</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Gautam</surname><given-names>N</given-names> </name><name name-style="western"><surname>Dessie</surname><given-names>G</given-names> </name><name name-style="western"><surname>Rahman</surname><given-names>MM</given-names> </name><name name-style="western"><surname>Khanam</surname><given-names>R</given-names> </name></person-group><article-title>Socioeconomic status and health behavior in children and adolescents: a systematic literature review</article-title><source>Front Public Health</source><year>2023</year><volume>11</volume><fpage>1228632</fpage><pub-id pub-id-type="doi">10.3389/fpubh.2023.1228632</pub-id><pub-id pub-id-type="medline">37915814</pub-id></nlm-citation></ref><ref id="ref9"><label>9</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Brushe</surname><given-names>ME</given-names> </name><name name-style="western"><surname>Lynch</surname><given-names>JW</given-names> </name><name name-style="western"><surname>Melhuish</surname><given-names>E</given-names> </name><name name-style="western"><surname>Reilly</surname><given-names>S</given-names> </name><name name-style="western"><surname>Mittinty</surname><given-names>MN</given-names> </name><name name-style="western"><surname>Brinkman</surname><given-names>SA</given-names> </name></person-group><article-title>Objectively measured infant and toddler screen time: findings from a prospective study</article-title><source>SSM Popul Health</source><year>2023</year><month>06</month><volume>22</volume><fpage>101395</fpage><pub-id pub-id-type="doi">10.1016/j.ssmph.2023.101395</pub-id><pub-id pub-id-type="medline">37096246</pub-id></nlm-citation></ref><ref id="ref10"><label>10</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Nyberg</surname><given-names>G</given-names> </name><name name-style="western"><surname>Helgad&#x00F3;ttir</surname><given-names>B</given-names> </name><name name-style="western"><surname>Moraeus</surname><given-names>L</given-names> </name><name name-style="western"><surname>Sipinen</surname><given-names>JP</given-names> </name><name name-style="western"><surname>Lindroos</surname><given-names>AK</given-names> </name><name name-style="western"><surname>Fr&#x00F6;berg</surname><given-names>A</given-names> </name></person-group><article-title>A national sample of Swedish young children shows sociodemographic variations in physical activity and screen time</article-title><source>Acta Paediatr</source><year>2026</year><month>02</month><volume>115</volume><issue>2</issue><fpage>298</fpage><lpage>308</lpage><pub-id pub-id-type="doi">10.1111/apa.70321</pub-id><pub-id pub-id-type="medline">41039737</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kracht</surname><given-names>CL</given-names> </name><name name-style="western"><surname>Webster</surname><given-names>EK</given-names> </name><name name-style="western"><surname>Staiano</surname><given-names>AE</given-names> </name></person-group><article-title>Sociodemographic differences in young children meeting 24-hour movement guidelines</article-title><source>J Phys Act Health</source><year>2019</year><month>10</month><day>1</day><volume>16</volume><issue>10</issue><fpage>908</fpage><lpage>915</lpage><pub-id pub-id-type="doi">10.1123/jpah.2019-0018</pub-id><pub-id pub-id-type="medline">31491748</pub-id></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Askie</surname><given-names>LM</given-names> </name><name name-style="western"><surname>Espinoza</surname><given-names>D</given-names> </name><name name-style="western"><surname>Martin</surname><given-names>A</given-names> </name><etal/></person-group><article-title>Interventions commenced by early infancy to prevent childhood obesity-the EPOCH collaboration: an individual participant data prospective meta-analysis of four randomized controlled trials</article-title><source>Pediatr Obes</source><year>2020</year><month>06</month><volume>15</volume><issue>6</issue><fpage>e12618</fpage><pub-id pub-id-type="doi">10.1111/ijpo.12618</pub-id><pub-id pub-id-type="medline">32026653</pub-id></nlm-citation></ref><ref id="ref13"><label>13</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Blake-Lamb</surname><given-names>TL</given-names> </name><name name-style="western"><surname>Locks</surname><given-names>LM</given-names> </name><name name-style="western"><surname>Perkins</surname><given-names>ME</given-names> </name><name name-style="western"><surname>Woo Baidal</surname><given-names>JA</given-names> </name><name name-style="western"><surname>Cheng</surname><given-names>ER</given-names> </name><name name-style="western"><surname>Taveras</surname><given-names>EM</given-names> </name></person-group><article-title>Interventions for childhood obesity in the first 1,000 days a systematic review</article-title><source>Am J Prev Med</source><year>2016</year><month>06</month><volume>50</volume><issue>6</issue><fpage>780</fpage><lpage>789</lpage><pub-id pub-id-type="doi">10.1016/j.amepre.2015.11.010</pub-id><pub-id pub-id-type="medline">26916260</pub-id></nlm-citation></ref><ref id="ref14"><label>14</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hodder</surname><given-names>RK</given-names> </name><name name-style="western"><surname>O&#x2019;Brien</surname><given-names>KM</given-names> </name><name name-style="western"><surname>Wyse</surname><given-names>RJ</given-names> </name><etal/></person-group><article-title>Interventions for increasing fruit and vegetable consumption in children aged five years and under</article-title><source>Cochrane Database Syst Rev</source><year>2024</year><month>09</month><day>23</day><volume>9</volume><issue>9</issue><fpage>CD008552</fpage><pub-id pub-id-type="doi">10.1002/14651858.CD008552.pub8</pub-id><pub-id pub-id-type="medline">39312396</pub-id></nlm-citation></ref><ref id="ref15"><label>15</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Mihrshahi</surname><given-names>S</given-names> </name><name name-style="western"><surname>Jawad</surname><given-names>D</given-names> </name><name name-style="western"><surname>Richards</surname><given-names>L</given-names> </name><etal/></person-group><article-title>A review of registered randomized controlled trials for the prevention of obesity in infancy</article-title><source>Int J Environ Res Public Health</source><year>2021</year><month>03</month><day>2</day><volume>18</volume><issue>5</issue><fpage>2444</fpage><pub-id pub-id-type="doi">10.3390/ijerph18052444</pub-id><pub-id pub-id-type="medline">33801485</pub-id></nlm-citation></ref><ref id="ref16"><label>16</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Grady</surname><given-names>A</given-names> </name><name name-style="western"><surname>Jackson</surname><given-names>J</given-names> </name><name name-style="western"><surname>Wolfenden</surname><given-names>L</given-names> </name><name name-style="western"><surname>Lum</surname><given-names>M</given-names> </name><name name-style="western"><surname>Yoong</surname><given-names>SL</given-names> </name></person-group><article-title>Assessing the scalability of healthy eating interventions within the early childhood education and care setting: secondary analysis of a Cochrane systematic review</article-title><source>Public Health Nutr</source><year>2023</year><month>12</month><volume>26</volume><issue>12</issue><fpage>3211</fpage><lpage>3229</lpage><pub-id pub-id-type="doi">10.1017/S1368980023002550</pub-id><pub-id pub-id-type="medline">37990443</pub-id></nlm-citation></ref><ref id="ref17"><label>17</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Liu</surname><given-names>S</given-names> </name><name name-style="western"><surname>Ma</surname><given-names>J</given-names> </name><name name-style="western"><surname>Sun</surname><given-names>M</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>C</given-names> </name><name name-style="western"><surname>Gao</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Xu</surname><given-names>J</given-names> </name></person-group><article-title>Mapping the landscape of digital health intervention strategies: 25-year synthesis</article-title><source>J Med Internet Res</source><year>2025</year><month>01</month><day>13</day><volume>27</volume><issue>1</issue><fpage>e59027</fpage><pub-id pub-id-type="doi">10.2196/59027</pub-id><pub-id pub-id-type="medline">39804697</pub-id></nlm-citation></ref><ref id="ref18"><label>18</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Laws</surname><given-names>RA</given-names> </name><name name-style="western"><surname>Litterbach</surname><given-names>EKV</given-names> </name><name name-style="western"><surname>Denney-Wilson</surname><given-names>EA</given-names> </name><etal/></person-group><article-title>A comparison of recruitment methods for an mHealth intervention targeting mothers: lessons from the growing healthy program</article-title><source>J Med Internet Res</source><year>2016</year><month>09</month><day>15</day><volume>18</volume><issue>9</issue><fpage>e248</fpage><pub-id pub-id-type="doi">10.2196/jmir.5691</pub-id><pub-id pub-id-type="medline">27634633</pub-id></nlm-citation></ref><ref id="ref19"><label>19</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Brown</surname><given-names>V</given-names> </name><name name-style="western"><surname>Tran</surname><given-names>H</given-names> </name><name name-style="western"><surname>Downing</surname><given-names>KL</given-names> </name><name name-style="western"><surname>Hesketh</surname><given-names>KD</given-names> </name><name name-style="western"><surname>Moodie</surname><given-names>M</given-names> </name></person-group><article-title>A systematic review of economic evaluations of web-based or telephone-delivered interventions for preventing overweight and obesity and/or improving obesity-related behaviors</article-title><source>Obes Rev</source><year>2021</year><month>07</month><volume>22</volume><issue>7</issue><fpage>e13227</fpage><pub-id pub-id-type="doi">10.1111/obr.13227</pub-id><pub-id pub-id-type="medline">33763956</pub-id></nlm-citation></ref><ref id="ref20"><label>20</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Fiedler</surname><given-names>J</given-names> </name><name name-style="western"><surname>Eckert</surname><given-names>T</given-names> </name><name name-style="western"><surname>Wunsch</surname><given-names>K</given-names> </name><name name-style="western"><surname>Woll</surname><given-names>A</given-names> </name></person-group><article-title>Key facets to build up eHealth and mHealth interventions to enhance physical activity, sedentary behavior and nutrition in healthy subjects - an umbrella review</article-title><source>BMC Public Health</source><year>2020</year><month>10</month><day>23</day><volume>20</volume><issue>1</issue><fpage>1605</fpage><pub-id pub-id-type="doi">10.1186/s12889-020-09700-7</pub-id><pub-id pub-id-type="medline">33097013</pub-id></nlm-citation></ref><ref id="ref21"><label>21</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Alley</surname><given-names>SJ</given-names> </name><name name-style="western"><surname>Waters</surname><given-names>KM</given-names> </name><name name-style="western"><surname>Parker</surname><given-names>F</given-names> </name><etal/></person-group><article-title>The effectiveness of digital physical activity interventions in older adults: a systematic umbrella review and meta-meta-analysis</article-title><source>Int J Behav Nutr Phys Act</source><year>2024</year><month>12</month><day>18</day><volume>21</volume><issue>1</issue><fpage>144</fpage><pub-id pub-id-type="doi">10.1186/s12966-024-01694-4</pub-id><pub-id pub-id-type="medline">39696583</pub-id></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>McDermott</surname><given-names>KT</given-names> </name><name name-style="western"><surname>Noake</surname><given-names>C</given-names> </name><name name-style="western"><surname>Wolff</surname><given-names>R</given-names> </name><etal/></person-group><article-title>Digital interventions to moderate physical inactivity and/or nutrition in young people: a cancer prevention Europe overview of systematic reviews</article-title><source>Front Digit Health</source><year>2023</year><volume>5</volume><fpage>1185586</fpage><pub-id pub-id-type="doi">10.3389/fdgth.2023.1185586</pub-id><pub-id pub-id-type="medline">37534029</pub-id></nlm-citation></ref><ref id="ref23"><label>23</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hammersley</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Jones</surname><given-names>RA</given-names> </name><name name-style="western"><surname>Okely</surname><given-names>AD</given-names> </name></person-group><article-title>Parent-focused childhood and adolescent overweight and obesity eHealth interventions: a systematic review and meta-analysis</article-title><source>J Med Internet Res</source><year>2016</year><month>07</month><day>21</day><volume>18</volume><issue>7</issue><fpage>e203</fpage><pub-id pub-id-type="doi">10.2196/jmir.5893</pub-id><pub-id pub-id-type="medline">27443862</pub-id></nlm-citation></ref><ref id="ref24"><label>24</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bonvicini</surname><given-names>L</given-names> </name><name name-style="western"><surname>Pingani</surname><given-names>I</given-names> </name><name name-style="western"><surname>Venturelli</surname><given-names>F</given-names> </name><etal/></person-group><article-title>Effectiveness of mobile health interventions targeting parents to prevent and treat childhood obesity: systematic review</article-title><source>Prev Med Rep</source><year>2022</year><month>10</month><volume>29</volume><fpage>101940</fpage><pub-id pub-id-type="doi">10.1016/j.pmedr.2022.101940</pub-id><pub-id pub-id-type="medline">36161123</pub-id></nlm-citation></ref><ref id="ref25"><label>25</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Jiang</surname><given-names>S</given-names> </name><name name-style="western"><surname>Ng</surname><given-names>JYY</given-names> </name><name name-style="western"><surname>Chong</surname><given-names>KH</given-names> </name><name name-style="western"><surname>Peng</surname><given-names>B</given-names> </name><name name-style="western"><surname>Ha</surname><given-names>AS</given-names> </name></person-group><article-title>Effects of eHealth interventions on 24-hour movement behaviors among preschoolers: systematic review and meta-analysis</article-title><source>J Med Internet Res</source><year>2024</year><month>02</month><day>21</day><volume>26</volume><issue>1</issue><fpage>e52905</fpage><pub-id pub-id-type="doi">10.2196/52905</pub-id><pub-id pub-id-type="medline">38381514</pub-id></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Zhou</surname><given-names>P</given-names> </name><name name-style="western"><surname>Li</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Lau</surname><given-names>PW</given-names> </name><name name-style="western"><surname>Yan</surname><given-names>L</given-names> </name><name name-style="western"><surname>Song</surname><given-names>H</given-names> </name><name name-style="western"><surname>Shi</surname><given-names>TL</given-names> </name></person-group><article-title>Effectiveness of parent-based electronic health (eHealth) intervention on physical activity, dietary behaviors, and sleep in preschoolers: a systematic review</article-title><source>J Exerc Sci Fit</source><year>2024</year><month>01</month><volume>22</volume><issue>1</issue><fpage>1</fpage><lpage>13</lpage><pub-id pub-id-type="doi">10.1016/j.jesf.2023.10.004</pub-id><pub-id pub-id-type="medline">38021206</pub-id></nlm-citation></ref><ref id="ref27"><label>27</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wang</surname><given-names>JW</given-names> </name><name name-style="western"><surname>Zhu</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Shuling</surname><given-names>Z</given-names> </name><etal/></person-group><article-title>Effectiveness of mHealth app-based interventions for increasing physical activity and improving physical fitness in children and adolescents: systematic review and meta-analysis</article-title><source>JMIR Mhealth Uhealth</source><year>2024</year><month>04</month><day>30</day><volume>12</volume><fpage>e51478</fpage><pub-id pub-id-type="doi">10.2196/51478</pub-id><pub-id pub-id-type="medline">38687568</pub-id></nlm-citation></ref><ref id="ref28"><label>28</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Baumann</surname><given-names>H</given-names> </name><name name-style="western"><surname>Fiedler</surname><given-names>J</given-names> </name><name name-style="western"><surname>Wunsch</surname><given-names>K</given-names> </name><name name-style="western"><surname>Woll</surname><given-names>A</given-names> </name><name name-style="western"><surname>Wollesen</surname><given-names>B</given-names> </name></person-group><article-title>mHealth interventions to reduce physical inactivity and sedentary behavior in children and adolescents: systematic review and meta-analysis of randomized controlled trials</article-title><source>JMIR Mhealth Uhealth</source><year>2022</year><month>05</month><day>11</day><volume>10</volume><issue>5</issue><fpage>e35920</fpage><pub-id pub-id-type="doi">10.2196/35920</pub-id><pub-id pub-id-type="medline">35544294</pub-id></nlm-citation></ref><ref id="ref29"><label>29</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>He</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Wu</surname><given-names>H</given-names> </name><name name-style="western"><surname>Yu</surname><given-names>F</given-names> </name><etal/></person-group><article-title>Effects of smartphone-based interventions on physical activity in children and adolescents: systematic review and meta-analysis</article-title><source>JMIR Mhealth Uhealth</source><year>2021</year><month>02</month><day>1</day><volume>9</volume><issue>2</issue><fpage>e22601</fpage><pub-id pub-id-type="doi">10.2196/22601</pub-id><pub-id pub-id-type="medline">33522980</pub-id></nlm-citation></ref><ref id="ref30"><label>30</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Singh</surname><given-names>B</given-names> </name><name name-style="western"><surname>Ahmed</surname><given-names>M</given-names> </name><name name-style="western"><surname>Staiano</surname><given-names>AE</given-names> </name><etal/></person-group><article-title>Lifestyle eHealth and mHealth interventions for children and adolescents: systematic umbrella review and meta-meta-analysis</article-title><source>J Med Internet Res</source><year>2025</year><month>10</month><day>17</day><volume>27</volume><issue>1</issue><fpage>e69065</fpage><pub-id pub-id-type="doi">10.2196/69065</pub-id><pub-id pub-id-type="medline">41106821</pub-id></nlm-citation></ref><ref id="ref31"><label>31</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ishaque</surname><given-names>S</given-names> </name><name name-style="western"><surname>Ela</surname><given-names>O</given-names> </name><name name-style="western"><surname>Dowling</surname><given-names>A</given-names> </name><etal/></person-group><article-title>Mobile health interventions for modifying indigenous maternal and child-health related behaviors: systematic review</article-title><source>J Med Internet Res</source><year>2025</year><month>04</month><day>30</day><volume>27</volume><fpage>e57019</fpage><pub-id pub-id-type="doi">10.2196/57019</pub-id><pub-id pub-id-type="medline">40305103</pub-id></nlm-citation></ref><ref id="ref32"><label>32</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Yardley</surname><given-names>L</given-names> </name><name name-style="western"><surname>Spring</surname><given-names>BJ</given-names> </name><name name-style="western"><surname>Riper</surname><given-names>H</given-names> </name><etal/></person-group><article-title>Understanding and promoting effective engagement with digital behavior change interventions</article-title><source>Am J Prev Med</source><year>2016</year><month>11</month><volume>51</volume><issue>5</issue><fpage>833</fpage><lpage>842</lpage><pub-id pub-id-type="doi">10.1016/j.amepre.2016.06.015</pub-id><pub-id pub-id-type="medline">27745683</pub-id></nlm-citation></ref><ref id="ref33"><label>33</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schoeppe</surname><given-names>S</given-names> </name><name name-style="western"><surname>Alley</surname><given-names>S</given-names> </name><name name-style="western"><surname>Van Lippevelde</surname><given-names>W</given-names> </name><etal/></person-group><article-title>Efficacy of interventions that use apps to improve diet, physical activity and sedentary behaviour: a systematic review</article-title><source>Int J Behav Nutr Phys Act</source><year>2016</year><month>12</month><day>7</day><volume>13</volume><issue>1</issue><fpage>127</fpage><pub-id pub-id-type="doi">10.1186/s12966-016-0454-y</pub-id><pub-id pub-id-type="medline">27927218</pub-id></nlm-citation></ref><ref id="ref34"><label>34</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sandborg</surname><given-names>J</given-names> </name><name name-style="western"><surname>Markides</surname><given-names>BR</given-names> </name><name name-style="western"><surname>Simmons</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Parental and demographic predictors of engagement in an mHealth intervention: observational study from the let&#x2019;s grow trial</article-title><source>JMIR Mhealth Uhealth</source><year>2025</year><month>07</month><day>15</day><volume>13</volume><issue>1</issue><fpage>e60478</fpage><pub-id pub-id-type="doi">10.2196/60478</pub-id><pub-id pub-id-type="medline">40664374</pub-id></nlm-citation></ref><ref id="ref35"><label>35</label><nlm-citation citation-type="report"><person-group person-group-type="author"><collab>National Health and Medical Research Council</collab></person-group><article-title>Infant feeding guidelines</article-title><year>2012</year><access-date>2026-06-05</access-date><publisher-name>National Health and Medical Research Council</publisher-name><comment><ext-link ext-link-type="uri" xlink:href="https://www.nhmrc.gov.au/about-us/publications/infant-feeding-guidelines-information-health-workers">https://www.nhmrc.gov.au/about-us/publications/infant-feeding-guidelines-information-health-workers</ext-link></comment></nlm-citation></ref><ref id="ref36"><label>36</label><nlm-citation citation-type="web"><article-title>Recommendations for infants, toddlers and preschoolers (birth to 5 years)</article-title><source>Australian Government Department of Health, Disability and Ageing</source><year>2021</year><access-date>2025-09-11</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.health.gov.au/topics/physical-activity-and-exercise/physical-activity-and-exercise-guidelines-for-all-australians/for-infants-toddlers-and-preschoolers-birth-to-5-years">https://www.health.gov.au/topics/physical-activity-and-exercise/physical-activity-and-exercise-guidelines-for-all-australians/for-infants-toddlers-and-preschoolers-birth-to-5-years</ext-link></comment></nlm-citation></ref><ref id="ref37"><label>37</label><nlm-citation citation-type="web"><person-group person-group-type="author"><name name-style="western"><surname>Markides</surname><given-names>B</given-names> </name><name name-style="western"><surname>Marshall</surname><given-names>S</given-names> </name><name name-style="western"><surname>Laws</surname><given-names>R</given-names> </name><name name-style="western"><surname>Hesketh</surname><given-names>K</given-names> </name><name name-style="western"><surname>Downing</surname><given-names>KL</given-names> </name></person-group><article-title>Systematic review of mHealth interventions targeting parents and caregivers to improve early childhood movement, nutrition and sleep behaviours</article-title><source>PROSPERO</source><access-date>2024-12-10</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022372639">https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42022372639</ext-link></comment></nlm-citation></ref><ref id="ref38"><label>38</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Page</surname><given-names>MJ</given-names> </name><name name-style="western"><surname>McKenzie</surname><given-names>JE</given-names> </name><name name-style="western"><surname>Bossuyt</surname><given-names>PM</given-names> </name><etal/></person-group><article-title>The PRISMA 2020 statement: an updated guideline for reporting systematic reviews</article-title><source>BMJ</source><year>2021</year><month>03</month><day>29</day><volume>372</volume><fpage>n71</fpage><pub-id pub-id-type="doi">10.1136/bmj.n71</pub-id><pub-id pub-id-type="medline">33782057</pub-id></nlm-citation></ref><ref id="ref39"><label>39</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rethlefsen</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Kirtley</surname><given-names>S</given-names> </name><name name-style="western"><surname>Waffenschmidt</surname><given-names>S</given-names> </name><etal/></person-group><article-title>PRISMA-S: an extension to the PRISMA statement for reporting literature searches in systematic reviews</article-title><source>Syst Rev</source><year>2021</year><month>01</month><day>26</day><volume>10</volume><issue>1</issue><fpage>39</fpage><pub-id pub-id-type="doi">10.1186/s13643-020-01542-z</pub-id><pub-id pub-id-type="medline">33499930</pub-id></nlm-citation></ref><ref id="ref40"><label>40</label><nlm-citation citation-type="web"><article-title>Elicit: the AI research assistant</article-title><source>Elicit</source><access-date>2024-12-18</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://elicit.com">https://elicit.com</ext-link></comment></nlm-citation></ref><ref id="ref41"><label>41</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Barker</surname><given-names>TH</given-names> </name><name name-style="western"><surname>Stone</surname><given-names>JC</given-names> </name><name name-style="western"><surname>Sears</surname><given-names>K</given-names> </name><etal/></person-group><article-title>The revised JBI critical appraisal tool for the assessment of risk of bias for randomized controlled trials</article-title><source>JBI Evid Synth</source><year>2023</year><month>03</month><day>1</day><volume>21</volume><issue>3</issue><fpage>494</fpage><lpage>506</lpage><pub-id pub-id-type="doi">10.11124/JBIES-22-00430</pub-id><pub-id pub-id-type="medline">36727247</pub-id></nlm-citation></ref><ref id="ref42"><label>42</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Deeks</surname><given-names>JJ</given-names> </name><name name-style="western"><surname>Higgins</surname><given-names>JP</given-names> </name><name name-style="western"><surname>Altman</surname><given-names>DG</given-names> </name><name name-style="western"><surname>McKenzie</surname><given-names>JE</given-names> </name><name name-style="western"><surname>Veroniki</surname><given-names>AA</given-names> </name></person-group><person-group person-group-type="editor"><name name-style="western"><surname>Higgins</surname><given-names>JPT</given-names> </name><name name-style="western"><surname>Thomas</surname><given-names>J</given-names> </name><name name-style="western"><surname>Chandler</surname><given-names>J</given-names> </name><name name-style="western"><surname>Cumpston</surname><given-names>M</given-names> </name><name name-style="western"><surname>Li</surname><given-names>T</given-names> </name><name name-style="western"><surname>Page</surname><given-names>MJ</given-names> </name><name name-style="western"><surname>Welch</surname><given-names>VA</given-names> </name></person-group><article-title>Chapter 10: analysing data and undertaking meta-analyses</article-title><source>Cochrane Handbook for Systematic Reviews of Interventions</source><year>2024</year><access-date>2026-05-18</access-date><publisher-name>Cochrane</publisher-name><comment><ext-link ext-link-type="uri" xlink:href="https://training.cochrane.org/handbook/current/chapter-10">https://training.cochrane.org/handbook/current/chapter-10</ext-link></comment></nlm-citation></ref><ref id="ref43"><label>43</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Campbell</surname><given-names>M</given-names> </name><name name-style="western"><surname>McKenzie</surname><given-names>JE</given-names> </name><name name-style="western"><surname>Sowden</surname><given-names>A</given-names> </name><etal/></person-group><article-title>Synthesis without meta-analysis (SWiM) in systematic reviews: reporting guideline</article-title><source>BMJ</source><year>2020</year><month>01</month><day>16</day><volume>368</volume><fpage>l6890</fpage><pub-id pub-id-type="doi">10.1136/bmj.l6890</pub-id><pub-id pub-id-type="medline">31948937</pub-id></nlm-citation></ref><ref id="ref44"><label>44</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Knowlden</surname><given-names>AP</given-names> </name><name name-style="western"><surname>Sharma</surname><given-names>M</given-names> </name><name name-style="western"><surname>Cottrell</surname><given-names>RR</given-names> </name><name name-style="western"><surname>Wilson</surname><given-names>BRA</given-names> </name><name name-style="western"><surname>Johnson</surname><given-names>ML</given-names> </name></person-group><article-title>Impact evaluation of enabling mothers to prevent pediatric obesity through web-based education and reciprocal determinism (EMPOWER) randomized control trial</article-title><source>Health Educ Behav</source><year>2015</year><month>04</month><volume>42</volume><issue>2</issue><fpage>171</fpage><lpage>184</lpage><pub-id pub-id-type="doi">10.1177/1090198114547816</pub-id><pub-id pub-id-type="medline">25161168</pub-id></nlm-citation></ref><ref id="ref45"><label>45</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ahmed</surname><given-names>AH</given-names> </name><name name-style="western"><surname>Roumani</surname><given-names>AM</given-names> </name><name name-style="western"><surname>Szucs</surname><given-names>K</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>L</given-names> </name><name name-style="western"><surname>King</surname><given-names>D</given-names> </name></person-group><article-title>The effect of interactive web-based monitoring on breastfeeding exclusivity, intensity, and duration in healthy, term infants after hospital discharge</article-title><source>J Obstet Gynecol Neonatal Nurs</source><year>2016</year><month>03</month><volume>45</volume><issue>2</issue><fpage>143</fpage><lpage>154</lpage><pub-id pub-id-type="doi">10.1016/j.jogn.2015.12.001</pub-id></nlm-citation></ref><ref id="ref46"><label>46</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Nystr&#x00F6;m</surname><given-names>CD</given-names> </name><name name-style="western"><surname>Sandin</surname><given-names>S</given-names> </name><name name-style="western"><surname>Henriksson</surname><given-names>P</given-names> </name><etal/></person-group><article-title>Mobile-based intervention intended to stop obesity in preschool-aged children: the MINISTOP randomized controlled trial</article-title><source>Am J Clin Nutr</source><year>2017</year><month>06</month><volume>105</volume><issue>6</issue><fpage>1327</fpage><lpage>1335</lpage><pub-id pub-id-type="doi">10.3945/ajcn.116.150995</pub-id><pub-id pub-id-type="medline">28446496</pub-id></nlm-citation></ref><ref id="ref47"><label>47</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sun</surname><given-names>A</given-names> </name><name name-style="western"><surname>Cheng</surname><given-names>J</given-names> </name><name name-style="western"><surname>Bui</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Liang</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Ng</surname><given-names>T</given-names> </name><name name-style="western"><surname>Chen</surname><given-names>JL</given-names> </name></person-group><article-title>Home-based and technology-centered childhood obesity prevention for Chinese mothers with preschool-aged children</article-title><source>J Transcult Nurs</source><year>2017</year><month>11</month><volume>28</volume><issue>6</issue><fpage>616</fpage><lpage>624</lpage><pub-id pub-id-type="doi">10.1177/1043659617719139</pub-id><pub-id pub-id-type="medline">28826348</pub-id></nlm-citation></ref><ref id="ref48"><label>48</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Unger</surname><given-names>JA</given-names> </name><name name-style="western"><surname>Ronen</surname><given-names>K</given-names> </name><name name-style="western"><surname>Perrier</surname><given-names>T</given-names> </name><etal/></person-group><article-title>Short message service communication improves exclusive breastfeeding and early postpartum contraception in a low- to middle-income country setting: a randomised trial</article-title><source>BJOG</source><year>2018</year><month>11</month><volume>125</volume><issue>12</issue><fpage>1620</fpage><lpage>1629</lpage><pub-id pub-id-type="doi">10.1111/1471-0528.15337</pub-id><pub-id pub-id-type="medline">29924912</pub-id></nlm-citation></ref><ref id="ref49"><label>49</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hammersley</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Okely</surname><given-names>AD</given-names> </name><name name-style="western"><surname>Batterham</surname><given-names>MJ</given-names> </name><name name-style="western"><surname>Jones</surname><given-names>RA</given-names> </name></person-group><article-title>An internet-based childhood obesity prevention program (Time2bHealthy) for parents of preschool-aged children: randomized controlled trial</article-title><source>J Med Internet Res</source><year>2019</year><month>02</month><day>8</day><volume>21</volume><issue>2</issue><fpage>e11964</fpage><pub-id pub-id-type="doi">10.2196/11964</pub-id><pub-id pub-id-type="medline">30735139</pub-id></nlm-citation></ref><ref id="ref50"><label>50</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Helle</surname><given-names>C</given-names> </name><name name-style="western"><surname>Hillesund</surname><given-names>ER</given-names> </name><name name-style="western"><surname>Wills</surname><given-names>AK</given-names> </name><name name-style="western"><surname>&#x00D8;verby</surname><given-names>NC</given-names> </name></person-group><article-title>Evaluation of an eHealth intervention aiming to promote healthy food habits from infancy -the Norwegian randomized controlled trial early food for future health</article-title><source>Int J Behav Nutr Phys Act</source><year>2019</year><month>01</month><day>3</day><volume>16</volume><issue>1</issue><fpage>1</fpage><pub-id pub-id-type="doi">10.1186/s12966-018-0763-4</pub-id><pub-id pub-id-type="medline">30606197</pub-id></nlm-citation></ref><ref id="ref51"><label>51</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wu</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Huang</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Liao</surname><given-names>Z</given-names> </name><name name-style="western"><surname>van Velthoven</surname><given-names>MH</given-names> </name><name name-style="western"><surname>Wang</surname><given-names>W</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>Y</given-names> </name></person-group><article-title>Effectiveness of WeChat for improving exclusive breastfeeding in Huzhu county China: randomized controlled trial</article-title><source>J Med Internet Res</source><year>2020</year><month>12</month><day>3</day><volume>22</volume><issue>12</issue><fpage>e23273</fpage><pub-id pub-id-type="doi">10.2196/23273</pub-id><pub-id pub-id-type="medline">33270026</pub-id></nlm-citation></ref><ref id="ref52"><label>52</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wen</surname><given-names>LM</given-names> </name><name name-style="western"><surname>Rissel</surname><given-names>C</given-names> </name><name name-style="western"><surname>Xu</surname><given-names>H</given-names> </name><etal/></person-group><article-title>Effects of telephone and short message service support on infant feeding practices, &#x201C;Tummy Time,&#x201D; and screen time at 6 and 12 months of child age: a 3-group randomized clinical trial</article-title><source>JAMA Pediatr</source><year>2020</year><month>07</month><day>1</day><volume>174</volume><issue>7</issue><fpage>657</fpage><lpage>664</lpage><pub-id pub-id-type="doi">10.1001/jamapediatrics.2020.0215</pub-id><pub-id pub-id-type="medline">32282034</pub-id></nlm-citation></ref><ref id="ref53"><label>53</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Scott</surname><given-names>JA</given-names> </name><name name-style="western"><surname>Burns</surname><given-names>SK</given-names> </name><name name-style="western"><surname>Hauck</surname><given-names>YL</given-names> </name><etal/></person-group><article-title>Impact of a face-to-face versus smartphone app versus combined breastfeeding intervention targeting fathers: randomized controlled trial</article-title><source>JMIR Pediatr Parent</source><year>2021</year><month>04</month><day>12</day><volume>4</volume><issue>2</issue><fpage>e24579</fpage><pub-id pub-id-type="doi">10.2196/24579</pub-id><pub-id pub-id-type="medline">33843604</pub-id></nlm-citation></ref><ref id="ref54"><label>54</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>R&#x00F8;ed</surname><given-names>M</given-names> </name><name name-style="western"><surname>Medin</surname><given-names>AC</given-names> </name><name name-style="western"><surname>Vik</surname><given-names>FN</given-names> </name><etal/></person-group><article-title>Effect of a parent-focused eHealth intervention on children&#x2019;s fruit, vegetable, and discretionary food intake (Food4toddlers): randomized controlled trial</article-title><source>J Med Internet Res</source><year>2021</year><month>02</month><day>16</day><volume>23</volume><issue>2</issue><fpage>e18311</fpage><pub-id pub-id-type="doi">10.2196/18311</pub-id><pub-id pub-id-type="medline">33591279</pub-id></nlm-citation></ref><ref id="ref55"><label>55</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Doan</surname><given-names>TTD</given-names> </name><name name-style="western"><surname>Pham</surname><given-names>NM</given-names> </name><name name-style="western"><surname>Binns</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Effect of a mobile application on breastfeeding rates among mothers who have cesarean deliveries: a randomized controlled trial</article-title><source>Breastfeed Med</source><year>2022</year><month>10</month><volume>17</volume><issue>10</issue><fpage>832</fpage><lpage>840</lpage><pub-id pub-id-type="doi">10.1089/bfm.2022.0088</pub-id><pub-id pub-id-type="medline">36083249</pub-id></nlm-citation></ref><ref id="ref56"><label>56</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>LeFevre</surname><given-names>AE</given-names> </name><name name-style="western"><surname>Shah</surname><given-names>N</given-names> </name><name name-style="western"><surname>Scott</surname><given-names>K</given-names> </name><etal/></person-group><article-title>The impact of a direct to beneficiary mobile communication program on reproductive and child health outcomes: a randomised controlled trial in India</article-title><source>BMJ Glob Health</source><year>2022</year><month>07</month><volume>6</volume><issue>Suppl 5</issue><fpage>e008838</fpage><pub-id pub-id-type="doi">10.1136/bmjgh-2022-008838</pub-id><pub-id pub-id-type="medline">35835477</pub-id></nlm-citation></ref><ref id="ref57"><label>57</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Staiano</surname><given-names>AE</given-names> </name><name name-style="western"><surname>Newton</surname><given-names>RL</given-names> </name><name name-style="western"><surname>Beyl</surname><given-names>RA</given-names> </name><etal/></person-group><article-title>mHealth intervention for motor skills: a randomized controlled trial</article-title><source>Pediatrics</source><year>2022</year><month>05</month><day>1</day><volume>149</volume><issue>5</issue><fpage>e2021053362</fpage><pub-id pub-id-type="doi">10.1542/peds.2021-053362</pub-id><pub-id pub-id-type="medline">35415743</pub-id></nlm-citation></ref><ref id="ref58"><label>58</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Acar</surname><given-names>Z</given-names> </name><name name-style="western"><surname>&#x015E;ahin</surname><given-names>N</given-names> </name></person-group><article-title>Development of a mobile application -based breastfeeding program and evaluation of its effectiveness</article-title><source>J Pediatr Nurs</source><year>2024</year><volume>74</volume><fpage>51</fpage><lpage>60</lpage><pub-id pub-id-type="doi">10.1016/j.pedn.2023.11.011</pub-id><pub-id pub-id-type="medline">37995477</pub-id></nlm-citation></ref><ref id="ref59"><label>59</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hmone</surname><given-names>MP</given-names> </name><name name-style="western"><surname>Li</surname><given-names>M</given-names> </name><name name-style="western"><surname>Agho</surname><given-names>KE</given-names> </name><name name-style="western"><surname>Alam</surname><given-names>NA</given-names> </name><name name-style="western"><surname>Chad</surname><given-names>N</given-names> </name><name name-style="western"><surname>Dibley</surname><given-names>MJ</given-names> </name></person-group><article-title>Tailored text messages to improve breastfeeding practices in Yangon, Myanmar: the M528 individually randomized controlled trial</article-title><source>Am J Clin Nutr</source><year>2023</year><month>03</month><volume>117</volume><issue>3</issue><fpage>518</fpage><lpage>528</lpage><pub-id pub-id-type="doi">10.1016/j.ajcnut.2023.01.003</pub-id><pub-id pub-id-type="medline">36811470</pub-id></nlm-citation></ref><ref id="ref60"><label>60</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Alexandrou</surname><given-names>C</given-names> </name><name name-style="western"><surname>Henriksson</surname><given-names>H</given-names> </name><name name-style="western"><surname>Henstr&#x00F6;m</surname><given-names>M</given-names> </name><etal/></person-group><article-title>Effectiveness of a smartphone app (MINISTOP 2.0) integrated in primary child health care to promote healthy diet and physical activity behaviors and prevent obesity in preschool-aged children: randomized controlled trial</article-title><source>Int J Behav Nutr Phys Act</source><year>2023</year><month>02</month><day>21</day><volume>20</volume><issue>1</issue><fpage>22</fpage><pub-id pub-id-type="doi">10.1186/s12966-023-01405-5</pub-id><pub-id pub-id-type="medline">36810069</pub-id></nlm-citation></ref><ref id="ref61"><label>61</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Wu</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Wang</surname><given-names>X</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>J</given-names> </name><name name-style="western"><surname>Zhang</surname><given-names>Y</given-names> </name><name name-style="western"><surname>van Velthoven</surname><given-names>MH</given-names> </name></person-group><article-title>The effectiveness of a WeChat-based self-assessment with a tailored feedback report on improving complementary feeding and movement behaviour of children aged 6-20 months in rural China: a cluster randomized controlled trial</article-title><source>Lancet Reg Health West Pac</source><year>2023</year><month>08</month><volume>37</volume><fpage>100796</fpage><pub-id pub-id-type="doi">10.1016/j.lanwpc.2023.100796</pub-id><pub-id pub-id-type="medline">37273963</pub-id></nlm-citation></ref><ref id="ref62"><label>62</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Vila-Candel</surname><given-names>R</given-names> </name><name name-style="western"><surname>Mena-Tudela</surname><given-names>D</given-names> </name><name name-style="western"><surname>Franco-Antonio</surname><given-names>C</given-names> </name><name name-style="western"><surname>Quesada</surname><given-names>JA</given-names> </name><name name-style="western"><surname>Soriano-Vidal</surname><given-names>FJ</given-names> </name></person-group><article-title>Effects of a mobile application on breastfeeding maintenance in the first 6 months after birth: randomised controlled trial (COMLACT study)</article-title><source>Midwifery</source><year>2024</year><month>01</month><volume>128</volume><fpage>103874</fpage><pub-id pub-id-type="doi">10.1016/j.midw.2023.103874</pub-id><pub-id pub-id-type="medline">37979550</pub-id></nlm-citation></ref><ref id="ref63"><label>63</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Moon</surname><given-names>RY</given-names> </name><name name-style="western"><surname>Hauck</surname><given-names>FR</given-names> </name><name name-style="western"><surname>Colson</surname><given-names>ER</given-names> </name><etal/></person-group><article-title>The effect of nursing quality improvement and mobile health interventions on infant sleep practices: a randomized clinical trial</article-title><source>JAMA</source><year>2017</year><month>07</month><day>25</day><volume>318</volume><issue>4</issue><fpage>351</fpage><lpage>359</lpage><pub-id pub-id-type="doi">10.1001/jama.2017.8982</pub-id><pub-id pub-id-type="medline">28742913</pub-id></nlm-citation></ref><ref id="ref64"><label>64</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Davis</surname><given-names>KE</given-names> </name><name name-style="western"><surname>Klingenberg</surname><given-names>A</given-names> </name><name name-style="western"><surname>Massey-Stokes</surname><given-names>M</given-names> </name><etal/></person-group><article-title>The baby bites text messaging project with randomized controlled trial: texting to improve infant feeding practices</article-title><source>Mhealth</source><year>2023</year><volume>9</volume><fpage>11</fpage><pub-id pub-id-type="doi">10.21037/mhealth-22-31</pub-id><pub-id pub-id-type="medline">37089270</pub-id></nlm-citation></ref><ref id="ref65"><label>65</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Saucedo Baza</surname><given-names>A</given-names> </name><name name-style="western"><surname>Mignacca</surname><given-names>C</given-names> </name><name name-style="western"><surname>Delgado</surname><given-names>PE</given-names> </name><etal/></person-group><article-title>A technological approach to improved breastfeeding rates and self-efficacy: a randomized controlled pilot study</article-title><source>J Hum Lact</source><year>2023</year><month>11</month><volume>39</volume><issue>4</issue><fpage>679</fpage><lpage>687</lpage><pub-id pub-id-type="doi">10.1177/08903344231190625</pub-id><pub-id pub-id-type="medline">37571838</pub-id></nlm-citation></ref><ref id="ref66"><label>66</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bak&#x0131;rc&#x0131;-Taylor</surname><given-names>AL</given-names> </name><name name-style="western"><surname>Reed</surname><given-names>DB</given-names> </name><name name-style="western"><surname>McCool</surname><given-names>B</given-names> </name><name name-style="western"><surname>Dawson</surname><given-names>JA</given-names> </name></person-group><article-title>mHealth improved fruit and vegetable accessibility and intake in young children</article-title><source>J Nutr Educ Behav</source><year>2019</year><month>05</month><volume>51</volume><issue>5</issue><fpage>556</fpage><lpage>566</lpage><pub-id pub-id-type="doi">10.1016/j.jneb.2018.11.008</pub-id><pub-id pub-id-type="medline">30638880</pub-id></nlm-citation></ref><ref id="ref67"><label>67</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Palacios</surname><given-names>C</given-names> </name><name name-style="western"><surname>Campos</surname><given-names>M</given-names> </name><name name-style="western"><surname>Gibby</surname><given-names>C</given-names> </name><name name-style="western"><surname>Mel&#x00E9;ndez</surname><given-names>M</given-names> </name><name name-style="western"><surname>Lee</surname><given-names>JE</given-names> </name><name name-style="western"><surname>Banna</surname><given-names>J</given-names> </name></person-group><article-title>Effect of a multi-site trial using short message service (SMS) on infant feeding practices and weight gain in low-income minorities</article-title><source>J Am Coll Nutr</source><year>2018</year><volume>37</volume><issue>7</issue><fpage>605</fpage><lpage>613</lpage><pub-id pub-id-type="doi">10.1080/07315724.2018.1454353</pub-id><pub-id pub-id-type="medline">29708471</pub-id></nlm-citation></ref><ref id="ref68"><label>68</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Mindell</surname><given-names>JA</given-names> </name><name name-style="western"><surname>Du Mond</surname><given-names>CE</given-names> </name><name name-style="western"><surname>Sadeh</surname><given-names>A</given-names> </name><name name-style="western"><surname>Telofski</surname><given-names>LS</given-names> </name><name name-style="western"><surname>Kulkarni</surname><given-names>N</given-names> </name><name name-style="western"><surname>Gunn</surname><given-names>E</given-names> </name></person-group><article-title>Efficacy of an internet-based intervention for infant and toddler sleep disturbances</article-title><source>Sleep</source><year>2011</year><month>04</month><day>1</day><volume>34</volume><issue>4</issue><fpage>451</fpage><lpage>458</lpage><pub-id pub-id-type="doi">10.1093/sleep/34.4.451</pub-id><pub-id pub-id-type="medline">21461323</pub-id></nlm-citation></ref><ref id="ref69"><label>69</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lewkowitz</surname><given-names>AK</given-names> </name><name name-style="western"><surname>L&#x00F3;pez</surname><given-names>JD</given-names> </name><name name-style="western"><surname>Carter</surname><given-names>EB</given-names> </name><etal/></person-group><article-title>Impact of a novel smartphone application on low-income, first-time mothers&#x2019; breastfeeding rates: a randomized controlled trial</article-title><source>Am J Obstet Gynecol MFM</source><year>2020</year><month>08</month><volume>2</volume><issue>3</issue><fpage>100143</fpage><pub-id pub-id-type="doi">10.1016/j.ajogmf.2020.100143</pub-id><pub-id pub-id-type="medline">33345878</pub-id></nlm-citation></ref><ref id="ref70"><label>70</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>de Mello Sa</surname><given-names>SR</given-names> </name><name name-style="western"><surname>Wang</surname><given-names>Z</given-names> </name><name name-style="western"><surname>Sapkalova</surname><given-names>V</given-names> </name><etal/></person-group><article-title>A smartphone-based application to improve breastfeeding duration and self-efficacy: a randomized controlled clinical trial</article-title><source>Women Health</source><year>2025</year><issue>2</issue><fpage>1</fpage><lpage>13</lpage><pub-id pub-id-type="doi">10.1080/03630242.2024.2448519</pub-id></nlm-citation></ref><ref id="ref71"><label>71</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sandborg</surname><given-names>J</given-names> </name><name name-style="western"><surname>Downing</surname><given-names>KL</given-names> </name><name name-style="western"><surname>Orellana</surname><given-names>L</given-names> </name><etal/></person-group><article-title>Six-month intervention effect of a digital movement behavior intervention on parent- and child intermediary outcomes-results from the Let&#x2019;s Grow randomized controlled trial</article-title><source>Int J Behav Nutr Phys Act</source><year>2025</year><month>06</month><day>16</day><volume>22</volume><issue>1</issue><fpage>78</fpage><pub-id pub-id-type="doi">10.1186/s12966-025-01764-1</pub-id><pub-id pub-id-type="medline">40524171</pub-id></nlm-citation></ref><ref id="ref72"><label>72</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Li</surname><given-names>Y</given-names> </name><name name-style="western"><surname>Xiao</surname><given-names>Q</given-names> </name><name name-style="western"><surname>Chen</surname><given-names>M</given-names> </name><etal/></person-group><article-title>Improving parental health literacy in primary caregivers of 0- to 3-year-old children through a WeChat official account: cluster randomized controlled trial</article-title><source>JMIR Public Health Surveill</source><year>2024</year><month>07</month><day>4</day><volume>10</volume><issue>1</issue><fpage>e54623</fpage><pub-id pub-id-type="doi">10.2196/54623</pub-id><pub-id pub-id-type="medline">38989817</pub-id></nlm-citation></ref><ref id="ref73"><label>73</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Jongpaiboonpatana</surname><given-names>P</given-names> </name><name name-style="western"><surname>Jirakran</surname><given-names>K</given-names> </name><name name-style="western"><surname>Trairatvorakul</surname><given-names>P</given-names> </name><name name-style="western"><surname>Chonchaiya</surname><given-names>W</given-names> </name></person-group><article-title>Increasing parent-child play frequency via exclusively online, video-based, peer-to-peer modeling program: randomized controlled trial</article-title><source>Pediatr Res</source><year>2025</year><month>09</month><volume>98</volume><issue>3</issue><fpage>997</fpage><lpage>1005</lpage><pub-id pub-id-type="doi">10.1038/s41390-025-03800-z</pub-id><pub-id pub-id-type="medline">39815088</pub-id></nlm-citation></ref><ref id="ref74"><label>74</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hunsrisakhun</surname><given-names>J</given-names> </name><name name-style="western"><surname>Naorungroj</surname><given-names>S</given-names> </name><name name-style="western"><surname>Tangkuptanon</surname><given-names>W</given-names> </name><name name-style="western"><surname>Wattanasit</surname><given-names>P</given-names> </name><name name-style="western"><surname>Pupong</surname><given-names>K</given-names> </name><name name-style="western"><surname>Pithpornchaiyakul</surname><given-names>S</given-names> </name></person-group><article-title>Impact of oral health chatbot with and without toothbrushing training on childhood caries</article-title><source>Int Dent J</source><year>2025</year><month>04</month><volume>75</volume><issue>2</issue><fpage>1348</fpage><lpage>1359</lpage><pub-id pub-id-type="doi">10.1016/j.identj.2024.09.028</pub-id><pub-id pub-id-type="medline">39443262</pub-id></nlm-citation></ref><ref id="ref75"><label>75</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hojati</surname><given-names>A</given-names> </name><name name-style="western"><surname>Abbasalizad Farhangi</surname><given-names>M</given-names> </name></person-group><article-title>MyKid&#x2019;sNutrition mobile application: effect on mothers&#x2019; nutritional knowledge and nutritional status of preschool-aged children with undernutrition &#x2013; a randomised controlled trial</article-title><source>BMJNPH</source><year>2025</year><month>06</month><volume>8</volume><issue>1</issue><fpage>29</fpage><lpage>37</lpage><pub-id pub-id-type="doi">10.1136/bmjnph-2024-001007</pub-id></nlm-citation></ref><ref id="ref76"><label>76</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Henshaw</surname><given-names>E</given-names> </name><name name-style="western"><surname>Cooper</surname><given-names>M</given-names> </name><name name-style="western"><surname>Wood</surname><given-names>T</given-names> </name><name name-style="western"><surname>Krishna</surname><given-names>S</given-names> </name><name name-style="western"><surname>Lockhart</surname><given-names>M</given-names> </name><name name-style="western"><surname>Doan</surname><given-names>S</given-names> </name></person-group><article-title>A randomized controlled trial of the happy, healthy, loved personalized text-message program for new parent couples: impact on breastfeeding self-efficacy and mood</article-title><source>BMC Pregnancy Childbirth</source><year>2024</year><month>07</month><day>26</day><volume>24</volume><issue>1</issue><fpage>506</fpage><pub-id pub-id-type="doi">10.1186/s12884-024-06684-9</pub-id><pub-id pub-id-type="medline">39060974</pub-id></nlm-citation></ref><ref id="ref77"><label>77</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Gilano</surname><given-names>G</given-names> </name><name name-style="western"><surname>Dekker</surname><given-names>A</given-names> </name><name name-style="western"><surname>Fijten</surname><given-names>R</given-names> </name></person-group><article-title>The Effect of mHealth on exclusive breastfeeding and its associated factors among women in South Ethiopia: a cluster randomized controlled trial</article-title><source>Nutrients</source><year>2025</year><month>11</month><day>5</day><volume>17</volume><issue>21</issue><fpage>3477</fpage><pub-id pub-id-type="doi">10.3390/nu17213477</pub-id><pub-id pub-id-type="medline">41228550</pub-id></nlm-citation></ref><ref id="ref78"><label>78</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cunningham</surname><given-names>K</given-names> </name><name name-style="western"><surname>Cech</surname><given-names>S</given-names> </name><name name-style="western"><surname>Gupta</surname><given-names>AS</given-names> </name><name name-style="western"><surname>Rana</surname><given-names>PP</given-names> </name><name name-style="western"><surname>Humphries</surname><given-names>D</given-names> </name><name name-style="western"><surname>Frongillo</surname><given-names>EA</given-names> </name></person-group><article-title>Text messages to improve young child diets: results from a cluster-randomized controlled trial in Kanchanpur, Nepal</article-title><source>Matern Child Nutr</source><year>2026</year><month>03</month><volume>22</volume><issue>1</issue><fpage>e13702</fpage><pub-id pub-id-type="doi">10.1111/mcn.13702</pub-id><pub-id pub-id-type="medline">39016667</pub-id></nlm-citation></ref><ref id="ref79"><label>79</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cherie</surname><given-names>N</given-names> </name><name name-style="western"><surname>Wordofa</surname><given-names>MA</given-names> </name><name name-style="western"><surname>Debelew</surname><given-names>GT</given-names> </name></person-group><article-title>The effect of an interactive mobile health intervention to improve community-based essential neonatal care practices among postpartum women in northeast Ethiopia: a cluster randomized controlled trial</article-title><source>Int Health</source><year>2025</year><month>09</month><day>3</day><volume>17</volume><issue>5</issue><fpage>820</fpage><lpage>835</lpage><pub-id pub-id-type="doi">10.1093/inthealth/ihae080</pub-id><pub-id pub-id-type="medline">39789852</pub-id></nlm-citation></ref><ref id="ref80"><label>80</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Brown</surname><given-names>AL</given-names> </name><name name-style="western"><surname>Hudson</surname><given-names>N</given-names> </name><name name-style="western"><surname>Pinfold</surname><given-names>J</given-names> </name><etal/></person-group><article-title>The impact of dose in an mHealth intervention to support parents and carers via healthy beginnings for hunter new England kids program: pragmatic randomized controlled trial</article-title><source>JMIR Form Res</source><year>2025</year><month>10</month><day>1</day><volume>9</volume><issue>1</issue><fpage>e70158</fpage><pub-id pub-id-type="doi">10.2196/70158</pub-id><pub-id pub-id-type="medline">41032735</pub-id></nlm-citation></ref><ref id="ref81"><label>81</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Phillips</surname><given-names>SM</given-names> </name><name name-style="western"><surname>Bourke</surname><given-names>M</given-names> </name><name name-style="western"><surname>Inniss</surname><given-names>BV</given-names> </name><name name-style="western"><surname>Ahluwalia</surname><given-names>M</given-names> </name><name name-style="western"><surname>Tucker</surname><given-names>P</given-names> </name></person-group><article-title>A pilot effectiveness study of a just-in-time micro-randomized controlled trial on the physical activity and sedentary time of young children and their parents: the active family m-health intervention</article-title><source>PLoS ONE</source><year>2026</year><volume>21</volume><issue>1</issue><fpage>e0340687</fpage><pub-id pub-id-type="doi">10.1371/journal.pone.0340687</pub-id><pub-id pub-id-type="medline">41544066</pub-id></nlm-citation></ref><ref id="ref82"><label>82</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Gavine</surname><given-names>A</given-names> </name><name name-style="western"><surname>Marshall</surname><given-names>J</given-names> </name><name name-style="western"><surname>Buchanan</surname><given-names>P</given-names> </name><etal/></person-group><article-title>Remote provision of breastfeeding support and education: systematic review and meta-analysis</article-title><source>Matern Child Nutr</source><year>2022</year><month>04</month><volume>18</volume><issue>2</issue><fpage>e13296</fpage><pub-id pub-id-type="doi">10.1111/mcn.13296</pub-id><pub-id pub-id-type="medline">34964542</pub-id></nlm-citation></ref><ref id="ref83"><label>83</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ziebart</surname><given-names>M</given-names> </name><name name-style="western"><surname>Kammermeier</surname><given-names>M</given-names> </name><name name-style="western"><surname>Koletzko</surname><given-names>B</given-names> </name><name name-style="western"><surname>Patro-Golab</surname><given-names>B</given-names> </name></person-group><article-title>Mobile applications for promoting and supporting breastfeeding: systematic review and meta-analysis</article-title><source>Matern Child Nutr</source><year>2025</year><month>01</month><volume>21</volume><issue>1</issue><fpage>e13733</fpage><pub-id pub-id-type="doi">10.1111/mcn.13733</pub-id><pub-id pub-id-type="medline">39390945</pub-id></nlm-citation></ref><ref id="ref84"><label>84</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Qian</surname><given-names>J</given-names> </name><name name-style="western"><surname>Wu</surname><given-names>T</given-names> </name><name name-style="western"><surname>Lv</surname><given-names>M</given-names> </name><etal/></person-group><article-title>The value of mobile health in improving breastfeeding outcomes among perinatal or postpartum women: systematic review and meta-analysis of randomized controlled trials</article-title><source>JMIR Mhealth Uhealth</source><year>2021</year><month>07</month><day>16</day><volume>9</volume><issue>7</issue><fpage>e26098</fpage><pub-id pub-id-type="doi">10.2196/26098</pub-id><pub-id pub-id-type="medline">34269681</pub-id></nlm-citation></ref><ref id="ref85"><label>85</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Halvorsrud</surname><given-names>K</given-names> </name><name name-style="western"><surname>Kucharska</surname><given-names>J</given-names> </name><name name-style="western"><surname>Adlington</surname><given-names>K</given-names> </name><etal/></person-group><article-title>Identifying evidence of effectiveness in the co-creation of research: a systematic review and meta-analysis of the international healthcare literature</article-title><source>J Public Health (Oxf)</source><year>2021</year><month>04</month><day>12</day><volume>43</volume><issue>1</issue><fpage>197</fpage><lpage>208</lpage><pub-id pub-id-type="doi">10.1093/pubmed/fdz126</pub-id><pub-id pub-id-type="medline">31608396</pub-id></nlm-citation></ref><ref id="ref86"><label>86</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Skivington</surname><given-names>K</given-names> </name><name name-style="western"><surname>Matthews</surname><given-names>L</given-names> </name><name name-style="western"><surname>Simpson</surname><given-names>SA</given-names> </name><etal/></person-group><article-title>A new framework for developing and evaluating complex interventions: update of medical research council guidance</article-title><source>Int J Nurs Stud</source><year>2024</year><month>06</month><volume>154</volume><fpage>104705</fpage><pub-id pub-id-type="doi">10.1016/j.ijnurstu.2024.104705</pub-id><pub-id pub-id-type="medline">38564982</pub-id></nlm-citation></ref><ref id="ref87"><label>87</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Henriksson</surname><given-names>P</given-names> </name><name name-style="western"><surname>Migueles</surname><given-names>JH</given-names> </name><name name-style="western"><surname>S&#x00F6;derstr&#x00F6;m</surname><given-names>E</given-names> </name><name name-style="western"><surname>Sandborg</surname><given-names>J</given-names> </name><name name-style="western"><surname>Maddison</surname><given-names>R</given-names> </name><name name-style="western"><surname>L&#x00F6;f</surname><given-names>M</given-names> </name></person-group><article-title>User engagement in relation to effectiveness of a digital lifestyle intervention (the HealthyMoms app) in pregnancy</article-title><source>Sci Rep</source><year>2022</year><month>08</month><day>13</day><volume>12</volume><issue>1</issue><fpage>13793</fpage><pub-id pub-id-type="doi">10.1038/s41598-022-17554-9</pub-id><pub-id pub-id-type="medline">35963935</pub-id></nlm-citation></ref><ref id="ref88"><label>88</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Lippke</surname><given-names>S</given-names> </name><name name-style="western"><surname>Corbet</surname><given-names>JM</given-names> </name><name name-style="western"><surname>Lange</surname><given-names>D</given-names> </name><name name-style="western"><surname>Parschau</surname><given-names>L</given-names> </name><name name-style="western"><surname>Schwarzer</surname><given-names>R</given-names> </name></person-group><article-title>Intervention engagement moderates the dose-response relationships in a dietary intervention</article-title><source>Dose Response</source><year>2016</year><volume>14</volume><issue>1</issue><fpage>1559325816637515</fpage><pub-id pub-id-type="doi">10.1177/1559325816637515</pub-id><pub-id pub-id-type="medline">27069440</pub-id></nlm-citation></ref><ref id="ref89"><label>89</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Elkes</surname><given-names>J</given-names> </name><name name-style="western"><surname>Cro</surname><given-names>S</given-names> </name><name name-style="western"><surname>Batchelor</surname><given-names>R</given-names> </name><etal/></person-group><article-title>User engagement in clinical trials of digital mental health interventions: a systematic review</article-title><source>BMC Med Res Methodol</source><year>2024</year><month>08</month><day>24</day><volume>24</volume><issue>1</issue><fpage>184</fpage><pub-id pub-id-type="doi">10.1186/s12874-024-02308-0</pub-id><pub-id pub-id-type="medline">39182064</pub-id></nlm-citation></ref></ref-list><app-group><supplementary-material id="app1"><label>Multimedia Appendix 1</label><p>Full search strategy for all databases included in this systematic review, detailing search terms, Boolean operators, filters, and date limits used across Embase, Academic Search Complete, CINAHL Complete, Global Health, MEDLINE Complete, PsycINFO, and SPORTDiscus during searches conducted in December 2022, August 2024, and January 2026.</p><media xlink:href="jmir_v28i1e85525_app1.pdf" xlink:title="PDF File, 191 KB"/></supplementary-material><supplementary-material id="app2"><label>Multimedia Appendix 2</label><p>Detailed characteristics of included studies.</p><media xlink:href="jmir_v28i1e85525_app2.pdf" xlink:title="PDF File, 494 KB"/></supplementary-material><supplementary-material id="app3"><label>Checklist 1</label><p>PRISMA-S checklist.</p><media xlink:href="jmir_v28i1e85525_app3.pdf" xlink:title="PDF File, 145 KB"/></supplementary-material></app-group></back></article>