<?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">v28i1e79291</article-id><article-id pub-id-type="doi">10.2196/79291</article-id><article-categories><subj-group subj-group-type="heading"><subject>Review</subject></subj-group></article-categories><title-group><article-title>A Health-Related Digital Ecological Momentary Assessment in Children (Aged 5&#x2013; 11 Years): Systematic Review</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Charitos</surname><given-names>Sydney</given-names></name><degrees>MSc</degrees><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Thompson</surname><given-names>Lauren</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Brigden</surname><given-names>Amberly</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name name-style="western"><surname>Bird</surname><given-names>Jon</given-names></name><degrees>DPhil</degrees><xref ref-type="aff" rid="aff1"/></contrib></contrib-group><aff id="aff1"><institution>School of Engineering Mathematics and Technology, University of Bristol</institution><addr-line>1 Cathedral Square</addr-line><addr-line>Bristol</addr-line><country>United Kingdom</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>Hepp</surname><given-names>Johanna</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Feng</surname><given-names>Yiqiang</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Sydney Charitos, MSc, School of Engineering Mathematics and Technology, University of Bristol, 1 Cathedral Square, Bristol, BS1 5DD, United Kingdom, 44 117 42 82343 ext 82343; <email>sydney.charitos@bristol.ac.uk</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>14</day><month>4</month><year>2026</year></pub-date><volume>28</volume><elocation-id>e79291</elocation-id><history><date date-type="received"><day>19</day><month>06</month><year>2025</year></date><date date-type="rev-recd"><day>15</day><month>01</month><year>2026</year></date><date date-type="accepted"><day>16</day><month>01</month><year>2026</year></date></history><copyright-statement>&#x00A9; Sydney Charitos, Lauren Thompson, Amberly Brigden, Jon Bird. 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>), 14.4.2026. </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/e79291"/><abstract><sec><title>Background</title><p>Digital ecological momentary assessment (EMA) collects data on experiences as they occur in daily life, capturing dynamic, context-sensitive experiences often missed by retrospective reporting. While EMA shows promise for pediatric health research, preadolescents have distinct socioemotional and cognitive characteristics likely to affect engagement. Existing reviews have not focused on the acceptability and feasibility of EMA protocols for this age group.</p></sec><sec><title>Objective</title><p>This review aimed to examine digital EMA protocols used with children aged 5&#x2010;11 years across health domains, focusing on protocol characteristics, acceptability, and feasibility. We address 3 research questions (RQs)&#x2014;RQ1: What are the characteristics of these protocols? RQ2: What is the feasibility and acceptability of these protocols? RQ3: What are the characteristics of high and low response rate protocols?</p></sec><sec sec-type="methods"><title>Methods</title><p>We searched 10 databases (CINAHL, Embase, ACM Digital Library, IEEE Xplore, Cochrane Library, PsycINFO, Web of Science, PubMed, Scopus, and MEDLINE) for peer-reviewed studies published up to October 2025. Eligible studies used EMA with children aged 5&#x2010;11 years to collect health data via digital devices. Two researchers independently screened studies (SC and LT); one (SC) conducted quality assessment and data extraction. Findings were narratively synthesized.</p></sec><sec sec-type="results"><title>Results</title><p>We identified 17 protocols across 37 studies. Most targeted nonclinical populations, used handheld devices, spanned 3&#x2010;28 days, and applied interval-contingent prompting (RQ1). Response rates were available or calculable for 15 of 17 protocols, ranging from 48% to 92% (RQ2). Six protocols reported response rates of &#x2265;80%. However, key data required for pooling (eg, raw counts for planned vs completed prompts) were missing or selectively reported. This contributed to 13 of 17 protocols being rated at critical risk of bias (ROBINS-I, v2). As a result, the strength of evidence was limited by poor reporting and high risk of bias. Facilitators included uncomplicated, engaging technology, reminders, and caregiver involvement. Barriers included device burden, restricted device access, difficulty with accurate reporting, stigma, limited device awareness, and insufficient caregiver support. High-response protocols (&#x2265;80%) often involved older children or clinical groups, &#x2265;3-week duration, fixed schedules (&#x2265;20 items per prompt, 3 or 4 times per day), timing customization, and incentives (RQ3).</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>This review provides the first systematic synthesis on preadolescents, offering insight into EMA protocol design beyond prior work treating children as a single group. By examining 17 EMA protocols, the review identifies gaps in developmental appropriateness and reporting quality, highlighting where the evidence may differ from adolescent and adult EMA research. The results suggest that digital EMA for preadolescents requires greater focus on child-centered design to increase acceptability and adherence, alongside improved reporting standards, so protocols can be meaningfully compared. With these advances, EMA could be more effectively integrated into pediatric health monitoring, tailored to the needs of different age groups.</p></sec><sec><title>Trial Registration</title><p>Prospero ref-CRD42022373812; https://www.crd.york.ac.uk/PROSPERO/view/CRD42022373812</p></sec></abstract><kwd-group><kwd>children</kwd><kwd>systematic review</kwd><kwd>ecological momentary assessment</kwd><kwd>acceptability</kwd><kwd>feasibility</kwd><kwd>PRISMA</kwd><kwd>mobile phone</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><sec id="s1-1"><title>Background</title><p>Ecological momentary assessment (EMA) is a research method used to collect data on individuals&#x2019; behaviors, experiences, and physiological states as they occur in real time and in everyday settings [<xref ref-type="bibr" rid="ref1">1</xref>]. EMA has proven particularly valuable in health research because it captures experiences that are often dynamic, personal, and shaped by context [<xref ref-type="bibr" rid="ref2">2</xref>-<xref ref-type="bibr" rid="ref4">4</xref>]. For example, symptoms such as pain, fatigue, or mood often fluctuate over short periods and may be influenced by daily routines, social interactions, or environmental triggers [<xref ref-type="bibr" rid="ref5">5</xref>-<xref ref-type="bibr" rid="ref7">7</xref>]. In contrast, traditional methods, such as retrospective reporting, may struggle to measure these experiences accurately due to recall bias and the influence of recency effects and emotional salience [<xref ref-type="bibr" rid="ref1">1</xref>]. In recent years, the increasing availability of smartphones and wearable devices has supported the integration of EMA into individuals&#x2019; daily routines [<xref ref-type="bibr" rid="ref8">8</xref>-<xref ref-type="bibr" rid="ref10">10</xref>]. A typical EMA protocol uses these devices to deliver prompts, brief surveys sent to participants at scheduled times. Each prompt includes 1 or more questions, referred to as the item count, which can vary depending on the protocol&#x2019;s aims and design [<xref ref-type="bibr" rid="ref1">1</xref>].</p><p>EMA may be a particularly useful method for capturing health-related experiences in preadolescent children (aged 5&#x2010;11 years). Children at this age demonstrate metacognitive ability, reflected in their capacity to consider their own emotions and experiences, at a level similar to that of adults [<xref ref-type="bibr" rid="ref11">11</xref>]. In contrast, traditional retrospective self-report approaches can be especially challenging for this age group [<xref ref-type="bibr" rid="ref12">12</xref>]. At this developmental stage, children&#x2019;s long-term memory is still maturing, which can limit how accurately they recall past events [<xref ref-type="bibr" rid="ref13">13</xref>]. They can also find it difficult to verbally express their health experiences, especially in unfamiliar clinical settings or when speaking with health care professionals they do not know personally [<xref ref-type="bibr" rid="ref14">14</xref>]. EMA may help overcome these barriers by enabling in-the-moment reporting rather than requiring reflection on past experiences.</p><p>However, a central challenge in implementing an EMA protocol is achieving both acceptability, that is, how suitable, engaging, or satisfying the method is perceived to be by participants, and feasibility, that is, how practical and realistic it is to implement [<xref ref-type="bibr" rid="ref15">15</xref>]. These dimensions are essential for ensuring sustained participation and the collection of high-quality data. As a result, researchers have explored a variety of methodological adaptations aimed at improving protocol acceptability and feasibility. For example, micro-EMA is a protocol design that uses ultrabrief prompts (within a few seconds) to reduce participant burden [<xref ref-type="bibr" rid="ref16">16</xref>]. Researchers have also incorporated context-aware delivery methods that adjust prompts based on user behavior or timing to minimize disruption [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>]. Such adaptations reflect the ongoing evolution of EMA as researchers refine approaches to better support acceptability and feasibility across a range of participants and contexts.</p><p>EMA has consistently demonstrated acceptability and feasibility in adult populations, with average response rates (the proportion of scheduled prompts completed by participants) frequently exceeding 80% [<xref ref-type="bibr" rid="ref19">19</xref>], a standard of high response rate in EMA studies [<xref ref-type="bibr" rid="ref20">20</xref>]. Although certain protocol features, such as item count and prompt frequency, can influence response rates, adults generally maintain strong response levels (above 70%) despite these variations [<xref ref-type="bibr" rid="ref19">19</xref>]. A factorial experiment designed to isolate the individual effects of specific protocol characteristics found that common variations did not significantly affect response rates [<xref ref-type="bibr" rid="ref21">21</xref>]. Instead, individual differences and the interactions between protocol elements were identified as having a more substantial influence on response rates. These findings indicate that EMA protocols for adult populations can be flexibly adapted to specific research requirements without substantially compromising response rates.</p><p>Compared with adults, existing evidence on response rates in EMA protocols for preadolescent children remains limited and inconclusive. A 2023 meta-analysis suggested that age may not be a strong predictor of EMA response rate; however, this analysis included only 6 protocols involving children younger than 12 years (1.2% total sample), limiting confidence in the finding for this age group [<xref ref-type="bibr" rid="ref22">22</xref>]. Furthermore, many reviews aggregate data across preadolescent (aged 5&#x2010;11 years) and adolescent (12&#x2010;18 years) age groups, making it difficult to isolate trends specific to younger children [<xref ref-type="bibr" rid="ref23">23</xref>-<xref ref-type="bibr" rid="ref25">25</xref>]. For example, Wen et al [<xref ref-type="bibr" rid="ref23">23</xref>] examined mobile EMA with &#x201C;children and adolescents,&#x201D; but only one of their included studies overlaps with the present review, illustrating how younger children are rarely the focus of EMA research. Their review focused on mobile EMA in health science databases and largely adolescent samples, whereas the present review searched a wider range of interdisciplinary sources, including Human-Computer Interaction (HCI) venues, and targeted protocols specifically designed for preadolescent children (aged 5&#x2010;11 years). Within this aggregation, there is some evidence that children and adolescents may exhibit lower response rates than adults; a systematic review reported an average compliance rate of 78.3% among pediatric samples, below the levels typically observed in adult EMA studies [<xref ref-type="bibr" rid="ref23">23</xref>]. Despite this tendency to group age bands or assume similar patterns across age groups, systematic reviews nonetheless emphasize the importance of adapting EMA protocols to better meet the developmental and contextual needs of younger children [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. Recommendations include restricting prompts to occur outside school hours and limiting internet access to support caregiver oversight [<xref ref-type="bibr" rid="ref24">24</xref>]. While such recommendations are noted within existing systematic reviews, they are not typically the primary focus, underscoring the need for more targeted research on how EMA protocols can be effectively adapted for younger children.</p></sec><sec id="s1-2"><title>Aims</title><p>This systematic review aimed to investigate how EMA protocols are being used with children aged 5&#x2010;11 years, across health domains and population characteristics, focusing on their acceptability and feasibility for children. This review aimed to build on the established literature on the adherence of children to EMA protocols by investigating the acceptability and feasibility of these different protocol characteristics and understanding how current protocols attempt to improve adherence. In this review, we investigated the following research questions (RQs): (1) What are the characteristics of health-related EMA protocols being used with children aged 5-11 years? (2) What is the feasibility and acceptability of these EMA protocols with children aged 5-11 years? (3) What characteristics of EMA protocols, RQ1, are related to high and low response rate, RQ2, when using EMA with children between the ages of 5 and 11 years?</p></sec></sec><sec id="s2" sec-type="methods"><title>Methods</title><p>This review was registered in the PROSPERO database and follows the guidance of the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines [<xref ref-type="bibr" rid="ref27">27</xref>]. See PRISMA and PRISMA-S checklists.</p><sec id="s2-1"><title>Search Strategy</title><p>The literature search was first conducted on March 13, 2023, and updated on October 28, 2024, and October 15, 2025, in the following databases: CINAHL, ACM Digital Library, PsycINFO, Embase, MEDLINE, Cochrane Library, IEEE Xplore, PubMed, Scopus, and Web of Science. Each database was searched via its native platform (eg, MEDLINE via Ovid, PsycINFO via Ovid, and Scopus via Elsevier), with full platform&#x2014;database mappings and exact search strings provided in PRISMA-S checklist. These were chosen to span multiple disciplines including medical and HCI research. The search included key terms for (1) children aged 5-11 years, such as &#x201C;school child&#x201D; or &#x201C;minor&#x201D; and (2) EMA, such as &#x201C;Experience Sampling&#x201D; or &#x201C;Ambulatory Assessment&#x201D; (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref29">29</xref>] provides the full list of search terms used). No other limits or restrictions were placed on searches other than date restrictions for subsequent literature reviews in 2024 and 2025. The search strategy was not formally peer reviewed but was discussed with the wider research team. No study registries, conference proceedings, organizational websites, or gray literature sources were searched, as the review focused on peer-reviewed empirical studies. The search and reporting methods were documented in accordance with the PRISMA-S (PRISMA Search) checklist, with full database-specific search strategies, platforms, and adaptations reported in PRISMA-S checklist.</p></sec><sec id="s2-2"><title>Inclusion and Exclusion Criteria</title><p>Studies were included if they fulfilled the following criteria: (1) peer-reviewed or empirical studies with any study design, (2) published in English, (3) the research involved the use of EMA to collect health-related information (physical, mental, or social) on a child (aged 5&#x2010;11 years) either by the child themselves or proxy-reported by a parent or a caregiver, and (4) a digital technology (eg, smartphone) was used to collect EMA data. For the purpose of this review, EMA is defined as the assessment of a phenomenon in natural settings at least twice a day [<xref ref-type="bibr" rid="ref30">30</xref>]. Studies were excluded if they fulfilled the following criteria: (1) the study included children younger than 5 years or older than 11 years or did not report adaptations specific to the preadolescent age range (5&#x2010;11 years). Protocols designed for a broader group of children (eg, aged 5&#x2010;18 years) without age-specific considerations were excluded, as the focus of this review was on protocols intentionally tailored for preadolescents; or (2) the paper was considered a review on previously reported studies, protocol, nonempirical or nonscientific paper (eg, book chapters), or when the full text was not available.</p></sec><sec id="s2-3"><title>Screening Procedures</title><p>The search results were imported into Zotero (Corporation for Digital Scholarship) and duplicates were removed. In stage 1, each title and abstract was independently screened by 2 authors (SC and LT) for relevance. If an inclusion decision could not be made based on the title and abstract, the papers were included for full-text review. Papers deemed relevant at the title- and abstract-screening stage moved onto stage 2 where they were independently double-screened against the inclusion and exclusion criteria using the data management platform Rayaan (Rayyan Systems Inc), with reasons for exclusion recorded. Disagreements at both stages were discussed and resolved in meetings by the reviewers (SC and LT), with persistent disagreements being resolved through discussion with the wider research team (AB and JB). If the full text was not available through institutional subscriptions, interlibrary loan, or author contact (2 email attempts), the study was excluded. Where the full text was available but did not contain the information needed, 2 attempts were made to contact authors by email; if the information was not provided, the study was excluded. In addition, reference lists of included studies were manually screened to identify any additional eligible papers.</p></sec><sec id="s2-4"><title>Data Extraction and Synthesis</title><p>Data were extracted by the primary author (SC), following the protocol in <xref ref-type="other" rid="box1">Textbox 1</xref>, which aligns with the Checklist for Reporting EMA Studies (CREMAS) [<xref ref-type="bibr" rid="ref25">25</xref>]. In line with our PROSPERO registration, methods were adapted during analysis: RQ3 was added to examine protocol features linked to response rates, while planned technology-based taxonomies were not applied due to insufficient reporting. A quantitative meta-analysis was not feasible, as key data required for pooling (eg, raw counts for planned vs completed prompts and corresponding variance estimates) were missing or selectively reported across protocols. This missingness contributed to 13 of 17 protocols being judged at critical risk of bias during quality assessment (see <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref> [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref60">60</xref>] for full assessments and <xref ref-type="fig" rid="figure1">Figure 1</xref> for a summary). As a result, a narrative synthesis was undertaken [<xref ref-type="bibr" rid="ref61">61</xref>]. Pooled response rate estimates were calculated for the subset of protocols not judged at critical risk of bias using a random-effects model, with mean response rates, 95% CIs, and a prediction interval reported.</p><p>The search identified 31 eligible papers describing 37 studies. As several papers reported on the same underlying methodology, and some studies included distinct subgroups with methodological differences, these were consolidated into 17 unique EMA protocols, which formed the unit of analysis for this review. Where protocols spanned multiple papers, these were grouped under project or funding names, with &#x201C;main&#x201D; or &#x201C;sub&#x201D; labels applied where necessary. Protocols were named based on the explicit project name when provided or if this was not available, the funding body.</p><boxed-text id="box1"><title> Data extraction categories and details extracted.</title><p>General protocol aim and participants (study-level information included in <xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref> [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref60">60</xref>]).</p><list list-type="bullet"><list-item><p>Publication details: authors, year of publication, country of publication, and publication location</p></list-item><list-item><p>Sample size</p></list-item><list-item><p>Demographics: participant age, health condition if specified</p></list-item><list-item><p>Protocol aim</p></list-item></list><p>Research question (RQ) 1: What are the characteristics of the ecological momentary assessment (EMA) protocol?</p><list list-type="bullet"><list-item><p>EMA purpose (eg, intervention or observational tool)</p></list-item><list-item><p>Training (included in the Checklist for Reporting EMA Studies [CREMAS]): child and parent</p></list-item><list-item><p>Technology (included in the CREMAS): reporter, device, software, response method, any additional devices (eg, accelerometer)</p></list-item><list-item><p>Monitoring period (included in the CREMAS)</p></list-item><list-item><p>Prompting design (included in the CREMAS): strategy (eg, interval, event-contingent), number of questions</p></list-item><list-item><p>Prompting frequency (included in the CREMAS)</p></list-item><list-item><p>Design features (included in the CREMAS): piloting (item and protocol level), reward for participation, customization, reminder systems, support networks, and protocol flexibility.</p></list-item></list><p>RQ 2: Is it feasible and acceptable to use digital devices to implement an EMA methodology with children between the ages of 5 and 11 years for health purposes?</p><list list-type="bullet"><list-item><p>Feasibility details: dropout, attrition, response latency, and response rate (planned vs complete).</p></list-item><list-item><p>Acceptability details: qualitative evidence relating to acceptability and feasibility (eg, exit interviews)</p></list-item><list-item><p>Any information captured about acceptability and feasibility but not captured through formal qualitative or quantitative data collection, that is, authors&#x2019; interpretations in the results and discussion.</p></list-item></list><p>RQ 3: What characteristics of EMA protocols, RQ1, are related to high and low adherence, RQ2, when using EMA with children between the ages of 5 and 11 years?</p><list list-type="bullet"><list-item><p>Additional synthesis of data extracted from RQ1 and RQ2, see &#x201C;Data Extraction and Synthesis&#x201D; section for details.</p></list-item></list></boxed-text><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Summary of risk of bias for the 17 identified ecological momentary assessment protocols, assessed using the Risk Of Bias In Nonrandomized Studies of Interventions, version 2 (ROBINS-I v2) using robviz tool [33]. The figure displays domain-level and overall ratings, showing that most protocols (13 out of 17) were judged to be at critical risk of bias [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>].</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="jmir_v28i1e79291_fig01.png"/></fig><p>For RQ1, we extracted the frequency of each protocol feature and synthesized findings through descriptive statistics. To ensure consistency, ranges were reported when no overall metric was provided across subanalyses. Within the CREMAS design features category, 5 subcategories were identified to support consistent reporting: rewards for participation, piloting, customization, reminder systems, and support networks.</p><p>For RQ2, we extracted adherence-related metrics (including response rate, attrition, and latency) and qualitative data on acceptability and feasibility. If overall response rates were not reported, they were calculated from raw data (planned vs actual responses). Full calculations can be found in <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref> [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref60">60</xref>]. The planned metaethnography was not feasible, as only 2 of 17 protocols included formal qualitative research on acceptability and feasibility. Vilaysack et al [<xref ref-type="bibr" rid="ref31">31</xref>] provided a summary of feedback; Norman et al [<xref ref-type="bibr" rid="ref32">32</xref>] applied manifest content analysis to identify barriers (demanding, challenging in irregular situations) and facilitators (uncomplicated, engaging). Instead, we applied a thematic synthesis approach [<xref ref-type="bibr" rid="ref63">63</xref>], using the framework of barriers and facilitators by Norman et al as a deductive starting point and expanding it inductively to incorporate additional author observations and participant quotes.</p><p>For RQ3, which examined how protocol characteristics (RQ1) relate to response rate patterns (RQ2), no additional data were extracted. Instead, to synthesize data for this RQ, protocols were categorized as high or low response rate using an 80% threshold (Stone and Shiffman [<xref ref-type="bibr" rid="ref20">20</xref>]). Researchers then identified protocol characteristics (identified in RQ2) found in &#x003E;50% of protocols within each group.</p></sec><sec id="s2-5"><title>Quality Assessment</title><p>One author conducted a quality assessment, discussing any borderline assessments with the wider team. We used 2 complementary tools: the CREMAS [<xref ref-type="bibr" rid="ref25">25</xref>], and the Risk Of Bias In Nonrandomized Studies of Interventions, version 2 (ROBINS-I v2) [<xref ref-type="bibr" rid="ref64">64</xref>]. The CREMAS is a 16-item tool designed to enhance the transparency and rigor of EMA reporting. For the purposes of this review, each item was assessed using a binary coding scheme (&#x201C;present&#x201D; or &#x201C;not present&#x201D;), with ambiguous cases conservatively marked as &#x201C;not present.&#x201D; The ROBINS-I v2 tool was used to evaluate risk of bias across 7 domains. Full details of both assessments are provided in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>, with a summary of ROBINS-I v2 ratings shown in <xref ref-type="fig" rid="figure1">Figure 1</xref>.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><p>The PRISMA flowchart is represented in <xref ref-type="fig" rid="figure2">Figure 2</xref>. In this section, we synthesize data extracted to address our RQs as outlined in <xref ref-type="other" rid="box1">Textbox 1</xref>. Protocols are grouped by overall ROBINS-I rating (critical, serious, or moderate) and sorted within each group by response rate to facilitate comparison across quality levels.</p><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flow diagram. EMA: ecological momentary assessment.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="jmir_v28i1e79291_fig02.png"/></fig><sec id="s3-1"><title><italic>Research question 1</italic>: What are the characteristics of the EMA protocol?</title><p>For RQ1, <xref ref-type="table" rid="table1">Tables 1</xref><xref ref-type="table" rid="table2"/>-<xref ref-type="table" rid="table3">3</xref> summarize key characteristics of the included protocols. <xref ref-type="table" rid="table1">Table 1</xref> summarizes protocol domains and participants; <xref ref-type="table" rid="table2">Table 2</xref> outlines training and technology features; and <xref ref-type="table" rid="table3">Table 3</xref> details prompt implementation.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Overview of included ecological momentary assessment protocols, including study location, sample size, child age, condition, and primary aim (RQ1).</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Protocol</td><td align="left" valign="bottom">Country</td><td align="left" valign="bottom">Sample size</td><td align="left" valign="bottom">Child&#x2019;s age (years)</td><td align="left" valign="bottom">Condition</td><td align="left" valign="bottom">Aim</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="6">Serious</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen and Epstein (2010) [<xref ref-type="bibr" rid="ref33">33</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">2</td><td align="left" valign="top">8-11</td><td align="left" valign="top">ADHD<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup></td><td align="left" valign="top">To assess links between parental stress, feeding practices, and child-eating behaviors via EMA<sup><xref ref-type="table-fn" rid="table1fn2">b</xref></sup>.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Appelhans et al (2025) [<xref ref-type="bibr" rid="ref34">34</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">60</td><td align="left" valign="top">5-10</td><td align="left" valign="top">None</td><td align="left" valign="top">To examine whether parent-supported recreational activities can displace discretionary eating and electronic entertainment.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Moschko et al (2022) [<xref ref-type="bibr" rid="ref35">35</xref>]</td><td align="left" valign="top">Germany</td><td align="left" valign="top">70</td><td align="left" valign="top">9-11</td><td align="left" valign="top">ADHD</td><td align="left" valign="top">To investigate daily self-regulation in children with ADHD and parent-child interactions.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Vilaysack et al (2016) [<xref ref-type="bibr" rid="ref31">31</xref>]</td><td align="left" valign="top">Australia</td><td align="left" valign="top">10</td><td align="left" valign="top">5-7</td><td align="left" valign="top">None</td><td align="left" valign="top">To assess EMA feasibility with typically developing children.</td></tr><tr><td align="left" valign="top" colspan="6">Critical</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Main [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">11</td><td align="left" valign="top">7-11</td><td align="left" valign="top">ADHD</td><td align="left" valign="top">To examine parent EMA proxy reports of children&#x2019;s emotional dysregulation.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Alacha et al (2024) [<xref ref-type="bibr" rid="ref37">37</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">47</td><td align="left" valign="top">9-10</td><td align="left" valign="top">None</td><td align="left" valign="top">To investigate effects of positive affect variability on homework problems in children with ADHD.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Jacobs (2021) [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>]</td><td align="left" valign="top">Germany</td><td align="left" valign="top">84</td><td align="left" valign="top">8-11</td><td align="left" valign="top">ADHD</td><td align="left" valign="top">To explore links between emotional regulation, sleep, and well-being using ambulatory methods.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Sub [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">5</td><td align="left" valign="top">5-7</td><td align="left" valign="top">None</td><td align="left" valign="top">To explore how children can use EMA to self-report on their own emotional dysregulation.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B1 (2020) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">128-150</td><td align="left" valign="top">9-11</td><td align="left" valign="top">None</td><td align="left" valign="top">To examine diets of low-income, racially and ethnically diverse families.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B2 (2020) [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">Germany</td><td align="left" valign="top">108</td><td align="left" valign="top">5-7</td><td align="left" valign="top">None</td><td align="left" valign="top">To assess how transition to secondary school affects well-being and academic success.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Lau et al (2015) [<xref ref-type="bibr" rid="ref51">51</xref>]</td><td align="left" valign="top">Australia</td><td align="left" valign="top">20</td><td align="left" valign="top">9-11</td><td align="left" valign="top">None</td><td align="left" valign="top">To examine links between children&#x2019;s activity levels and contextual factors.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B1 (2020) [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">Germany</td><td align="left" valign="top">90</td><td align="left" valign="top">8-11</td><td align="left" valign="top">None</td><td align="left" valign="top">To investigate self-esteem, peer ties, and academic functioning before secondary school.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>FLUX (2013) [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]</td><td align="left" valign="top">Germany</td><td align="left" valign="top">82-110</td><td align="left" valign="top">9-11</td><td align="left" valign="top">ADHD</td><td align="left" valign="top">To examine how sleep, activity, affect, peers, and worry relate to working memory and well-being.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Bauman et al (2015) [<xref ref-type="bibr" rid="ref58">58</xref>]</td><td align="left" valign="top">Australia</td><td align="left" valign="top">246</td><td align="left" valign="top">5-7</td><td align="left" valign="top">None</td><td align="left" valign="top">To assess EMA feasibility for describing after-school activity patterns.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Norman et al (2020) [<xref ref-type="bibr" rid="ref32">32</xref>]</td><td align="left" valign="top">Sweden</td><td align="left" valign="top">20</td><td align="left" valign="top">5-7</td><td align="left" valign="top">None</td><td align="left" valign="top">To examine feasibility and validity of photo-based EMA for children&#x2019;s diets.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rovane et al (2025) [<xref ref-type="bibr" rid="ref59">59</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">92</td><td align="left" valign="top">5-11</td><td align="left" valign="top">ASD<sup><xref ref-type="table-fn" rid="table1fn3">c</xref></sup></td><td align="left" valign="top">To explore links between parental emotion regulation, stress, and child behavior in ASD.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B2 (2025) [<xref ref-type="bibr" rid="ref60">60</xref>]</td><td align="left" valign="top">United States</td><td align="left" valign="top">436</td><td align="left" valign="top">5-7</td><td align="left" valign="top">None</td><td align="left" valign="top">To examine how parental stress, mood, and coping relate to children&#x2019;s physical activity and screen time in daily life.</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>ADHD: attention-deficit/hyperactivity disorder.</p></fn><fn id="table1fn2"><p><sup>b</sup>EMA: ecological momentary assessment.</p></fn><fn id="table1fn3"><p><sup>c</sup>ASD: autism spectrum disorder.</p></fn></table-wrap-foot></table-wrap><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Summary of protocol training and technology features across ecological momentary assessment protocols with children aged 5-11 years (research question 1).</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Protocol</td><td align="left" valign="bottom">Reporter</td><td align="left" valign="bottom">Training child, parent</td><td align="left" valign="bottom">Technology</td><td align="left" valign="bottom">Response method</td><td align="left" valign="bottom">Reported question domain(s)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="6">Serious</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen and Epstein (2010) [<xref ref-type="bibr" rid="ref33">33</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">N<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup>, Y<sup><xref ref-type="table-fn" rid="table2fn2">b</xref></sup></td><td align="left" valign="top">PDA<sup><xref ref-type="table-fn" rid="table2fn3">c</xref></sup></td><td align="left" valign="top">VAS<sup><xref ref-type="table-fn" rid="table2fn4">d</xref></sup> (11: &#x2212;5 to 5), VAS (10: 1 to 10), Categorical, and Likert (5)</td><td align="left" valign="top">Affect</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Appelhans et al (2025) [<xref ref-type="bibr" rid="ref34">34</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">NR<sup><xref ref-type="table-fn" rid="table2fn5">e</xref></sup>, Y</td><td align="left" valign="top">Smartphone</td><td align="left" valign="top">Multi-Choice, Single-Choice</td><td align="left" valign="top">Activity (type), diet (food intake)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Moschko et al (2022) [<xref ref-type="bibr" rid="ref35">35</xref>]</td><td align="left" valign="top">Child, parent</td><td align="left" valign="top">Y, NR</td><td align="left" valign="top">Child: smartphone; parent: survey (online or paper)</td><td align="left" valign="top">Likert (6)</td><td align="left" valign="top">Self-regulation, social relationships</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Vilaysack et al (2016) [<xref ref-type="bibr" rid="ref31">31</xref>]</td><td align="left" valign="top">Child</td><td align="left" valign="top">Y, Y</td><td align="left" valign="top">Smartphone</td><td align="left" valign="top">VAS (NR), Multi-Choice, Categorical</td><td align="left" valign="top">Activity</td></tr><tr><td align="left" valign="top" colspan="6">Critical</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Main [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">PDA</td><td align="left" valign="top">VAS (NR)</td><td align="left" valign="top">Affect</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Alacha et al (2024) [<xref ref-type="bibr" rid="ref37">37</xref>]</td><td align="left" valign="top">Child</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">Mobile phone</td><td align="left" valign="top">Likert (5)</td><td align="left" valign="top">Affect</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Jacobs (2021) [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>]</td><td align="left" valign="top">Child, parent</td><td align="left" valign="top">Y, NR</td><td align="left" valign="top">Smartphone</td><td align="left" valign="top">Likert (5), Working Memory Updating Task, and Time Picker</td><td align="left" valign="top">Sleep, affect, and working memory</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Sub [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">PDA</td><td align="left" valign="top">VAS (NR)</td><td align="left" valign="top">Affect</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B1 (2020) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]</td><td align="left" valign="top">Child</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">Tablet. optional: phone, accelerometer</td><td align="left" valign="top">Categorical, VAS (NR), Multi-Choice, and Likert (NR)</td><td align="left" valign="top">Food intake, stress, sleep, affect, and activity</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B2 (2020) [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">Y, Y</td><td align="left" valign="top">Smartphone (app)</td><td align="left" valign="top">Likert (5), Working Memory Updating Task, and Time Picker</td><td align="left" valign="top">Sleep, affect, social relationships, working memory, self-esteem, achievement goals, self-regulation, and academic success</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Lau et al (2015) [<xref ref-type="bibr" rid="ref51">51</xref>]</td><td align="left" valign="top">Child</td><td align="left" valign="top">NR, NR</td><td align="left" valign="top">PDA, accelerometer</td><td align="left" valign="top">Multi-Choice, VAS (NR)</td><td align="left" valign="top">Activity</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B1 (2020) [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">Child</td><td align="left" valign="top">Y, Y</td><td align="left" valign="top">Smartphone</td><td align="left" valign="top">Likert (5), Working Memory Updating Task, and Time Picker</td><td align="left" valign="top">Social relationships, affect, self-esteem, achievement goals, self-regulation, working memory, and academic success</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>FLUX (2013) [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]</td><td align="left" valign="top">Child, Parent</td><td align="left" valign="top">Y; Y</td><td align="left" valign="top">Smartphone, accelerometer</td><td align="left" valign="top">Likert (5), Working Memory Updating Task, and Time Picker</td><td align="left" valign="top">Affect, working memory, and sleep</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Bauman et al (2015) [<xref ref-type="bibr" rid="ref58">58</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">PDA</td><td align="left" valign="top">Multi-Choice, VAS (NR)</td><td align="left" valign="top">Activity</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Norman et al (2020) [<xref ref-type="bibr" rid="ref32">32</xref>]</td><td align="left" valign="top">Child</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">Mobile phone</td><td align="left" valign="top">Photo, Free Text</td><td align="left" valign="top">Food intake</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rovane et al (2025) [<xref ref-type="bibr" rid="ref59">59</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">Smartphone</td><td align="left" valign="top">Likert (9), Categorical, and Likert (5)</td><td align="left" valign="top">Stress, behavior</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B2 (2025) [<xref ref-type="bibr" rid="ref60">60</xref>]</td><td align="left" valign="top">Parent</td><td align="left" valign="top">NR, Y</td><td align="left" valign="top">Smartphone</td><td align="left" valign="top">Single-Choice, VAS (NR), Multi-Choice, and Likert (NR)</td><td align="left" valign="top">Diet, stress, sleep, affect, and activity</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>N: Training did not happen.</p></fn><fn id="table2fn2"><p><sup>b</sup>Y: Training is reported.</p></fn><fn id="table2fn3"><p><sup>c</sup>PDA: personal digital assistant.</p></fn><fn id="table2fn4"><p><sup>d</sup>VAS: visual analog scale.</p></fn><fn id="table2fn5"><p><sup>e</sup>NR: not reported. </p></fn></table-wrap-foot></table-wrap><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>Summary of prompt implementation details across ecological momentary assessment protocols with children aged 5-11 years (research question 1).</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Protocol</td><td align="left" valign="bottom">Period</td><td align="left" valign="bottom">Strategy</td><td align="left" valign="bottom">Type<sup><xref ref-type="table-fn" rid="table3fn1">a</xref></sup></td><td align="left" valign="bottom">Items, n</td><td align="left" valign="bottom">Frequency, n</td><td align="left" valign="bottom">Prompt interval</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="7">Serious</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen and Epstein (2010) [<xref ref-type="bibr" rid="ref33">33</xref>]</td><td align="left" valign="top">28 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Fixed</td><td align="left" valign="top">29</td><td align="left" valign="top">3</td><td align="left" valign="top">Before school, after school, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Appelhans et al (2025) [<xref ref-type="bibr" rid="ref34">34</xref>]</td><td align="left" valign="top">17 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Pseudorandom</td><td align="left" valign="top">4-5</td><td align="left" valign="top">3</td><td align="left" valign="top">Pseudorandom times during non&#x2013;school hours and through entire day on weekends</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Moschko et al (2022) [<xref ref-type="bibr" rid="ref35">35</xref>]</td><td align="left" valign="top">18 days; 3&#x00D7; over 13 months</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Random</td><td align="left" valign="top">7- 8</td><td align="left" valign="top">3 children; 1 parent</td><td align="left" valign="top">Before school, afternoon, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Vilaysack et al (2016) [<xref ref-type="bibr" rid="ref31">31</xref>]</td><td align="left" valign="top">7 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Random</td><td align="left" valign="top">7</td><td align="left" valign="top">8</td><td align="left" valign="top">Random during waking hours (including school)</td></tr><tr><td align="left" valign="top" colspan="7">Critical</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Main [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">28 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Fixed</td><td align="left" valign="top">1</td><td align="left" valign="top">3</td><td align="left" valign="top">Before school, after school, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Alacha et al (2024) [<xref ref-type="bibr" rid="ref37">37</xref>]</td><td align="left" valign="top">7 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Fixed</td><td align="left" valign="top">20</td><td align="left" valign="top">3</td><td align="left" valign="top">Morning, afternoon or after school, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Jacobs (2021) [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>]</td><td align="left" valign="top">21 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">NR<sup><xref ref-type="table-fn" rid="table3fn2">b</xref></sup></td><td align="left" valign="top">17-25</td><td align="left" valign="top">4</td><td align="left" valign="top">Before school (later on weekends), afternoon, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Sub [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">28 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Fixed</td><td align="left" valign="top">1 child; 2 parents</td><td align="left" valign="top">3</td><td align="left" valign="top">Before school, after school, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B1 (2020) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]</td><td align="left" valign="top">8-10 days</td><td align="left" valign="top">Interval, event</td><td align="left" valign="top">Fixed, random</td><td align="left" valign="top">10-30</td><td align="left" valign="top">5 + event</td><td align="left" valign="top">Even split across waking hours</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B2 (2020) [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">4 weeks</td><td align="left" valign="top">Interval</td><td align="left" valign="top">NR</td><td align="left" valign="top">28-41</td><td align="left" valign="top">4</td><td align="left" valign="top">Before school, morning (including school), afternoon, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Lau et al (2015) [<xref ref-type="bibr" rid="ref51">51</xref>]</td><td align="left" valign="top">4 days; 2&#x00D7; 13-week gap</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Random</td><td align="left" valign="top">12</td><td align="left" valign="top">3</td><td align="left" valign="top">Between afternoon and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B1 (2020) [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">4 weeks</td><td align="left" valign="top">Interval</td><td align="left" valign="top">NR</td><td align="left" valign="top">28-41</td><td align="left" valign="top">4</td><td align="left" valign="top">Before school, morning (including school), afternoon, and evening.</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>FLUX (2013) [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]</td><td align="left" valign="top">4 weeks</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Fixed</td><td align="left" valign="top">21-26</td><td align="left" valign="top">4</td><td align="left" valign="top">Morning (including school), midday (including school), afternoon, and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Bauman et al (2015) [<xref ref-type="bibr" rid="ref58">58</xref>]</td><td align="left" valign="top">4 days; 2&#x00D7; 13-week gap</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Random</td><td align="left" valign="top">12</td><td align="left" valign="top">3</td><td align="left" valign="top">Between afternoon and evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Norman et al (2020) [<xref ref-type="bibr" rid="ref32">32</xref>]</td><td align="left" valign="top">3 days</td><td align="left" valign="top">Interval, event</td><td align="left" valign="top">Fixed</td><td align="left" valign="top">1</td><td align="left" valign="top">1 + event</td><td align="left" valign="top">Evening</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rovane et al (2025) [<xref ref-type="bibr" rid="ref59">59</xref>]</td><td align="left" valign="top">7 days</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Random</td><td align="left" valign="top">3</td><td align="left" valign="top">5</td><td align="left" valign="top">Random during waking hours</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B2 (2025) [<xref ref-type="bibr" rid="ref60">60</xref>]</td><td align="left" valign="top">7 days +</td><td align="left" valign="top">Interval</td><td align="left" valign="top">Fixed, random</td><td align="left" valign="top">10-34</td><td align="left" valign="top">4</td><td align="left" valign="top">Randomly within 3-hour window, EoD<sup><xref ref-type="table-fn" rid="table3fn3">c</xref></sup> available later in the day</td></tr></tbody></table><table-wrap-foot><fn id="table3fn1"><p><sup>a</sup>Studies typically described prompting as &#x201C;random&#x201D; or &#x201C;pseudorandom,&#x201D; but few reported whether constraints (eg, minimum time between prompts) were applied. Our synthesis, therefore, reflects the terminology reported by authors, acknowledging that &#x201C;random&#x201D; may have been implemented differently across protocols.</p></fn><fn id="table3fn2"><p><sup>b</sup>NR not reported.</p></fn><fn id="table3fn3"><p><sup>c</sup>EoD: end of day.</p></fn></table-wrap-foot></table-wrap><sec id="s3-1-1"><title>General Protocol Domains and Participants</title><p><xref ref-type="table" rid="table1">Table 1</xref> summarizes protocol domains and participants (RQ1). Across the 17 EMA protocols, most (n=13/17) were designed to focus solely on either key stage (KS) 1 (ages 5&#x2010;7 years; n=5) or KS2 (ages 8&#x2010;11 years; n=8) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</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="ref57">57</xref>,<xref ref-type="bibr" rid="ref62">62</xref>] compared with KS1 [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref58">58</xref>]. Protocols sampled typically developing children [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref51">51</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>] more frequently than those with specific conditions: attention-deficit/hyperactivity disorder (ADHD; n=5) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref35">35</xref>-<xref ref-type="bibr" rid="ref37">37</xref>] and autism spectrum disorder (n=1) [<xref ref-type="bibr" rid="ref59">59</xref>]. Female representation varied (0%&#x2010;56%) but was between 40% and 56% in 13 protocols [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</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>] and often lower among condition-related protocols, with 4 of 6 having &#x2264;23% female participants [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref59">59</xref>].</p><p><italic>Research question 1</italic>: What are the characteristics of the EMA protocol?</p></sec><sec id="s3-1-2"><title>Reporter Training</title><p>Most protocols (n=15/17) used a single reporter: usually parent-reported in KS1 (n=7) [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref58">58</xref>-<xref ref-type="bibr" rid="ref60">60</xref>], whereas protocols involving KS2 were split between child self-reports and parent proxy reports (n=6 child; n=7 parent) [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</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="ref57">57</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Where reported (n=5), parent respondents were predominantly female (74%&#x2010;100%) [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref59">59</xref>]. Child training was reported in 6 protocols and always involved verbal instruction with hands-on practice, with session durations ranging from 45 minutes to 4.5 hours when reported (n=3) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. Parent training was reported in 14 protocols [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref50">50</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>]. Of these, 9 provided verbal instruction [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref50">50</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>], 6 provided written materials [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref40">40</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="ref62">62</xref>], and 6 offered hands-on practice [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]. When reported (n=3), parent training sessions ranged from 15 to 45 minutes [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref59">59</xref>]. Three protocols provided training to both children and parents when the child was the reporter [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref40">40</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="ref53">53</xref>,<xref ref-type="bibr" rid="ref55">55</xref>-<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref62">62</xref>], but only 1 protocol included practice-based training for parents in this context [<xref ref-type="bibr" rid="ref31">31</xref>]. In protocols where both child and parent were reporters (n=2), only 1 member of the pair was reported to have received training [<xref ref-type="bibr" rid="ref35">35</xref>].</p></sec></sec><sec id="s3-2"><title>Technology</title><p>Nearly all protocols (n=16/17) used dedicated handheld devices, most commonly smartphones (n=11) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</xref>-<xref ref-type="bibr" rid="ref40">40</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="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>] or Personal Digital Assistants (n=5) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref58">58</xref>], with 1 using a tablet [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]. Three protocols paired EMA with accelerometers for passive tracking [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. Twelve protocols provided devices, typically restricting functionality to the research app (n=9) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref55">55</xref>-<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref62">62</xref>], while 5 allowed personal device use [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]; this occurred only when parents were reporting.</p></sec><sec id="s3-3"><title>Response Methods</title><p>The most popular response collection method was a Likert scale (n=10/17) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</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="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>], most commonly 5-point scale (n=7) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref37">37</xref>-<xref ref-type="bibr" rid="ref40">40</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="ref57">57</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Nearly all (n=14) combined 2 or more response types, often pairing Likert scales with visual analog scales or categorical options.</p></sec><sec id="s3-4"><title>EMA Purpose and Domain</title><p>All protocols used EMA as an observational tool and not an intervention. Twelve captured multiple domains, while 5 focused on a single domain [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref58">58</xref>]. Affect was most common (n=10), followed by activity (n=6) and sleep (n=5).</p></sec><sec id="s3-5"><title>Monitoring Period</title><p>Monitoring periods across the 17 protocols spanned from 3 to 28 days for a single wave: &#x2264;7 days (n=7) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref58">58</xref>-<xref ref-type="bibr" rid="ref60">60</xref>], 8&#x2010;14 days (n=1) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], 15&#x2010;21 days (n=3) [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>], and &#x2265;22 days (n=6) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref40">40</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="ref57">57</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Only the Family Matters protocols (n=2) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>] included flexibility beyond their stated monitoring periods&#x2014;extending participation if families did not complete a &#x201C;full day&#x201D; of EMA (2 of 4 interval&#x2010;contingent prompts, 1 mealtime survey, and 1 end&#x2010;of&#x2010;day survey).</p></sec><sec id="s3-6"><title>Prompt Design and Frequency</title><p>All protocols included interval-contingent prompting, typically 3-4 times per day (n=13/17) [<xref ref-type="bibr" rid="ref33">33</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</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>]. Prompt timing followed three main patterns: (1) 3 windows per day (before school, after school, and evening; n=5) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref35">35</xref>-<xref ref-type="bibr" rid="ref40">40</xref>], (2) 4 windows (adding a midmorning school prompt; n=4) [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref43">43</xref>-<xref ref-type="bibr" rid="ref46">46</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref52">52</xref>], (3) or prompts spaced evenly or randomly across waking hours (n=5, one including schooltime prompts with child reporters) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]. One protocol [<xref ref-type="bibr" rid="ref32">32</xref>] added an end-of-day prompt mid-study after a poor response rate to daytime event-contingent prompts was observed. Six protocols varied item count by time of day (eg, shorter morning and longer end-of-day surveys) [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Response windows ranged from 3 minutes to 6 hours, with 2 protocols linking window length to the interval until the next prompt [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>] and 2 adjusted it by time of day [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref60">60</xref>].</p></sec><sec id="s3-7"><title>Design Features</title><p>Design features relevant to reporting bias and participant burden were categorized into 5 domains&#x2014;rewards, piloting, customization, reminders, and support. These domains are summarized, with detailed protocol-level information provided in <xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref> [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>].</p><sec id="s3-7-1"><title>Rewards for Participation</title><p>Of the 17 protocols, 13 offered participant reimbursement. Fixed payments, meaning amounts provided regardless of response rate, were reported in 5 protocols [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref37">37</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Six protocols tied bonuses to response rate thresholds of 60%&#x2010;90%, typically offering an extra US $6 to US $12 for meeting these targets (n=3) [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref59">59</xref>,<xref ref-type="bibr" rid="ref62">62</xref>], or stating that the total payment was dependent on response rate (eg, up to US $100) (n=5) [<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref41">41</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="ref57">57</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. The maximum payment per prompt ranged from US $0.48 [<xref ref-type="bibr" rid="ref37">37</xref>] to US $2.68 [<xref ref-type="bibr" rid="ref60">60</xref>], with an average of US $0.95 per prompt. Six protocols supplemented cash with nonmonetary incentives (eg, iPad [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], activity center tickets [<xref ref-type="bibr" rid="ref32">32</xref>], and data summary [<xref ref-type="bibr" rid="ref59">59</xref>]). Two protocols explicitly offered no reimbursement [<xref ref-type="bibr" rid="ref36">36</xref>].</p></sec><sec id="s3-7-2"><title>Piloting</title><p>Only 2 of the 17 protocols reported fully piloting its EMA protocol [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]. In terms of item piloting, 3 protocols reported piloting individual items with children from the target age group [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. Three protocols adapted existing non-EMA measures for some, but not all, EMA items, with limited detail on sources or testing [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref40">40</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref61">61</xref>,<xref ref-type="bibr" rid="ref62">62</xref>].</p></sec><sec id="s3-7-3"><title>Customization to Protocol</title><p>Of the 17 protocols, 11 allowed some customization to support adherence, which always involved tailoring prompt timing to participants&#x2019; daily routines at the start of the study, with 1 protocol providing the option to update this midway through the study period [<xref ref-type="bibr" rid="ref33">33</xref>]. Only 2 protocols offered multiple customization options including delivery method (text or email) and EMA question language [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], or letting parents choose between paper and digital surveys [<xref ref-type="bibr" rid="ref35">35</xref>].</p></sec><sec id="s3-7-4"><title>Reminder Systems</title><p>Four protocols explicitly referenced reminder systems [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]. To prompt event-contingent entries, 1 protocol used scheduled text reminders [<xref ref-type="bibr" rid="ref32">32</xref>] and another embedded the event-contingent survey at the start of the interval-contingent prompt (n=1) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]. One protocol triggered follow-up contact after 2 days of missed data [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]. Another adjusted prompt volume to minimize disruption&#x2014;silent in the morning, vibrating during school hours, and audible in the evening [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Additional strategies included follow-up reminders after the main prompt [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref60">60</xref>], sticker tracking sheets [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], and regular caregiver check-ins (every 2-3 days) [<xref ref-type="bibr" rid="ref31">31</xref>].</p></sec><sec id="s3-7-5"><title>Support Networks</title><p>Eight protocols reported support systems via 3 main groups. Research staff often assisted (eg, hotline, in-person meeting, and scheduled calls) (n=5) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]. Teaching staff or schools contributed to 4 protocols, more passively by allowing the protocol to occur [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>] and more actively by monitoring survey completion and response times [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. Parents were only formally integrated in an explicit support role in 1 protocol [<xref ref-type="bibr" rid="ref52">52</xref>,<xref ref-type="bibr" rid="ref55">55</xref>-<xref ref-type="bibr" rid="ref57">57</xref>], where they were asked to track their child&#x2019;s EMA completion.</p><p><italic>Research question 2</italic>: Is it feasible and acceptable to use digital devices to implement an EMA methodology with children between the ages of 5 and 11 years for health purposes?</p></sec></sec><sec id="s3-8"><title><italic>Research question 2</italic>: Is it feasible and acceptable to use digital devices to implement an Ecological Momentary Assessment methodology with children between the ages of 5 and 11 for health purposes?</title><p>In total, 11 of the 17 included protocols did not report the overall response rate across all question domains [<xref ref-type="bibr" rid="ref32">32</xref>-<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref43">43</xref>-<xref ref-type="bibr" rid="ref53">53</xref>,<xref ref-type="bibr" rid="ref55">55</xref>,<xref ref-type="bibr" rid="ref62">62</xref>,<xref ref-type="bibr" rid="ref63">63</xref>]. As a result, the values in <xref ref-type="table" rid="table4">Table 4</xref> were calculated from available data, where possible; further details on these calculations can be found in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>.</p><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Summary of feasibility and acceptability outcomes across ecological momentary assessment protocols with children aged 5-11 years (research question 2).</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Protocol</td><td align="left" valign="bottom">Dropout: reason</td><td align="left" valign="bottom">Exclusion from analysis: criteria</td><td align="left" valign="bottom">Technical issues</td><td align="left" valign="bottom">Average response latency in minutes (range)<sup><xref ref-type="table-fn" rid="table4fn1">a</xref></sup></td><td align="left" valign="bottom">Child RR<sup><xref ref-type="table-fn" rid="table4fn2">b</xref></sup></td><td align="left" valign="bottom">Parent RR</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="7">Serious</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen and Epstein (2010) [<xref ref-type="bibr" rid="ref33">33</xref>]</td><td align="left" valign="top">0%: NR<sup><xref ref-type="table-fn" rid="table4fn3">c</xref></sup></td><td align="left" valign="top">0%: NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A<sup><xref ref-type="table-fn" rid="table4fn4">d</xref></sup></td><td align="left" valign="top">91%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Appelhans et al (2025) [<xref ref-type="bibr" rid="ref34">34</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">70%</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Moschko et al (2022) [<xref ref-type="bibr" rid="ref35">35</xref>]</td><td align="left" valign="top">30%<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup> (between waves): NR</td><td align="left" valign="top">4%: No parent data</td><td align="left" valign="top">3%</td><td align="left" valign="top">5</td><td align="left" valign="top">62%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td><td align="left" valign="top">56%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Vilaysack et al (2016) [<xref ref-type="bibr" rid="ref31">31</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">1.75 (0.5-3)</td><td align="left" valign="top">48%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td><td align="left" valign="top">N/A</td></tr><tr><td align="left" valign="top" colspan="7">Critical</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Main [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">13%<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup>: NR</td><td align="left" valign="top">13%</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">87%</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Alacha et al (2024) [<xref ref-type="bibr" rid="ref37">37</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">36%<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup>: &#x003C;5 successive ratings</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">86%</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Jacobs (2021) [<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">6.5 (3-10)</td><td align="left" valign="top">85%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td><td align="left" valign="top">N/A</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rosen et al (2013)&#x2014;Sub [<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">84%</td><td align="left" valign="top">NR</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B1 (2020) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR; incomplete survey set. 4%-6% (accelerometer: &#x003C;4 days and &#x003C;4 hours per day)</td><td align="left" valign="top">NR</td><td align="left" valign="top">3.5 (2-5)</td><td align="left" valign="top">N/A</td><td align="left" valign="top">80%</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B2 (2020) [<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">78%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td><td align="left" valign="top">N/A</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Lau et al (2015)<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup> [<xref ref-type="bibr" rid="ref51">51</xref>]</td><td align="left" valign="top">10% (accel): 1 misplaced, 1 NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">5%, up to 20% (accelerometer)</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">75%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>SASCHA B1 (2020) [<xref ref-type="bibr" rid="ref48">48</xref>,<xref ref-type="bibr" rid="ref50">50</xref>,<xref ref-type="bibr" rid="ref62">62</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">71%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td><td align="left" valign="top">N/A</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>FLUX (2013) [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]</td><td align="left" valign="top">4%: NR. 17%<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup> (accel): 13 NR, 5 lost, 1 stolen</td><td align="left" valign="top">0%-1%: no paired data. 9% (accel): &#x003C;4 days wear</td><td align="left" valign="top">2% (accelerometer)</td><td align="left" valign="top">12.5 (10-15)</td><td align="left" valign="top">66%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td><td align="left" valign="top">N/A</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Engelen, Bundy, Bauman et al (2015)<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup> [<xref ref-type="bibr" rid="ref58">58</xref>]</td><td align="left" valign="top">2%: includes 1 school absence</td><td align="left" valign="top">13%<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup>: &#x201C;nonvalid data&#x201D;</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">51%</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Norman et al (2020) [<xref ref-type="bibr" rid="ref32">32</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">10%: late daily surveys</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">49%<sup><xref ref-type="table-fn" rid="table4fn5">e</xref></sup></td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Rovane et al (2024) [<xref ref-type="bibr" rid="ref59">59</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">NR</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Family Matters B2 (2025) [<xref ref-type="bibr" rid="ref60">60</xref>]</td><td align="left" valign="top">NR</td><td align="left" valign="top">31%<sup><xref ref-type="table-fn" rid="table4fn6">f</xref></sup>: did not &#x201C;complete&#x201D; study days</td><td align="left" valign="top">NR</td><td align="left" valign="top">NR</td><td align="left" valign="top">N/A</td><td align="left" valign="top">NR</td></tr></tbody></table><table-wrap-foot><fn id="table4fn1"><p><sup>a</sup>Values are the average time in minutes, and values within parentheses are the range, if reported.</p></fn><fn id="table4fn2"><p><sup>b</sup>RR: response rate.</p></fn><fn id="table4fn3"><p><sup>c</sup>NR: not reported.</p></fn><fn id="table4fn4"><p><sup>d</sup>Not applicable.</p></fn><fn id="table4fn5"><p><sup>e</sup>Calculated from provided study information (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>).</p></fn><fn id="table4fn6"><p><sup>f</sup>Protocols with &#x003E;11% dropout were considered significant [<xref ref-type="bibr" rid="ref22">22</xref>]. </p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-9"><title>Quantitative Data</title><p>Exclusion from analysis was the most commonly reported source of attrition (n=8), with criteria including incomplete daily surveys [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], nonvalid data exclusions [<xref ref-type="bibr" rid="ref51">51</xref>], and fewer than 5 successive ratings [<xref ref-type="bibr" rid="ref37">37</xref>]. Dropout rates ranged from 2% to 30% (n=4) [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref51">51</xref>-<xref ref-type="bibr" rid="ref58">58</xref>]. Technical issues contributed to attrition in 4 protocols [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref51">51</xref>-<xref ref-type="bibr" rid="ref57">57</xref>].</p><p>Fifteen protocols reported (n=6) or enabled calculation of a response rate (n=9), defined as the percentage of planned prompts completed. Six met the high-adherence threshold (&#x2265;80%) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref47">47</xref>] and 10 fell below it (48%&#x2010;78%). Pooled estimates could be calculated only for 4 protocols using a random-effects model (mean 64.6%, 95% CI 53.6%&#x2010;75.5%), reflecting incomplete and inconsistent reporting ( <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref>). Only Moschko et al [<xref ref-type="bibr" rid="ref35">35</xref>] collected both child and parent data (62% child and 56% parent), limiting direct comparisons between self- and proxy report. Five protocols reported response latency, the time between prompt delivery and participant response, averaging 6 minutes [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>].</p></sec><sec id="s3-10"><title>Qualitative Data</title><p>Only 2 of the 17 protocols [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>] incorporated formal qualitative interviews, one using manifest analysis of parent interviews [<xref ref-type="bibr" rid="ref32">32</xref>] and the other summarizing joint child-parent interviews [<xref ref-type="bibr" rid="ref31">31</xref>], so we supplemented these findings with extracted observations and author reflections from the &#x201C;Results&#x201D; and &#x201C;Discussion&#x201D; sections of the remaining 13 protocols. Using the work of Norman et al [<xref ref-type="bibr" rid="ref32">32</xref>] as a foundation, we identified 4 facilitators and 6 barriers (<xref ref-type="table" rid="table5">Tables 5</xref> and <xref ref-type="table" rid="table6">6</xref>).</p><table-wrap id="t5" position="float"><label>Table 5.</label><caption><p>Facilitators to acceptability and feasibility reported across protocols (research question 2).</p></caption><table id="table5" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Theme</td><td align="left" valign="bottom">Details</td></tr></thead><tbody><tr><td align="left" valign="top">Uncomplicated (n=3) [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref33">33</xref>]</td><td align="left" valign="top">EMA<sup><xref ref-type="table-fn" rid="table5fn1">a</xref></sup> tools were easy to use or included simplifying features. Familiar tasks (eg, taking photographs) required little explanation, prompts included clear training and visuals, and participation was described as not a major inconvenience.</td></tr><tr><td align="left" valign="top">Engaging (n=2) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>]</td><td align="left" valign="top">Participants found EMA tasks enjoyable and reported positive attitudes, with reference to educational benefits for children.</td></tr><tr><td align="left" valign="top">Caregiver support (n=1) [<xref ref-type="bibr" rid="ref31">31</xref>]</td><td align="left" valign="top">Parents helped children interpret ambiguous prompts, families supported participation by listening for alerts when devices were left in shared spaces and reminding children to respond, and school staff enabled access and ensured audible alerts during school hours.</td></tr><tr><td align="left" valign="top">Reminders (n=3) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref41">41</xref>]</td><td align="left" valign="top">Ongoing researcher contact supported engagement. Norman et al [<xref ref-type="bibr" rid="ref32">32</xref>] added an end-of-day survey mid-study to address low event-contingent response rates, which was reflected on positively.</td></tr></tbody></table><table-wrap-foot><fn id="table5fn1"><p><sup>a</sup>EMA: ecological momentary assessment.</p></fn></table-wrap-foot></table-wrap><table-wrap id="t6" position="float"><label>Table 6.</label><caption><p>Barriers to acceptability and feasibility reported across protocols (research question 2).</p></caption><table id="table6" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Theme</td><td align="left" valign="bottom">Details</td></tr></thead><tbody><tr><td align="left" valign="top">Demanding (n=3) [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref61">61</xref>]</td><td align="left" valign="top">EMA<sup><xref ref-type="table-fn" rid="table6fn1">a</xref></sup> prompts were seen as burdensome due to high effort or intensity, which was linked to dropout; timing (eg, during busy mornings) also contributed to perceived burden.</td></tr><tr><td align="left" valign="top">Challenging to report accurately (n=6) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref54">54</xref>,<xref ref-type="bibr" rid="ref61">61</xref>]</td><td align="left" valign="top">Both child self-reporters and proxy reporters struggled with precise reporting. Children exhibited extreme response bias on Likert or VAS<sup><xref ref-type="table-fn" rid="table6fn2">b</xref></sup> scales and often could not map prompts onto real-world activities, sometimes needing caregiver help, while proxies found it difficult to categorize nonconforming events (eg, buffet-style meals) and potentially skewed responses due to social desirability or guessing when not observing the child.</td></tr><tr><td align="left" valign="top">Device awareness (n=3) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]</td><td align="left" valign="top">Devices were frequently forgotten, left uncharged, or misplaced. Norman et al [<xref ref-type="bibr" rid="ref32">32</xref>] found that proxy-reporting parents often overlooked event-contingent prompts, compromising data completeness.</td></tr><tr><td align="left" valign="top">Device access (n=3) [[<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">Children sometimes lost physical access to devices due to extracurricular commitments, restrictive school policies, examinations, or institutional rules; caregiver control (eg, muting or storing devices) further limited engagement.</td></tr><tr><td align="left" valign="top">Stigma (n=1) [<xref ref-type="bibr" rid="ref31">31</xref>]</td><td align="left" valign="top">Using EMA devices in school led to peer questioning and discomfort. In one instance, stigma resulted in a participant discontinuing EMA participation during school hours.</td></tr><tr><td align="left" valign="top">Lack of caregiver support (n=2) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]</td><td align="left" valign="top">Participation decreased when caregivers lacked time to assist children or when teaching staff required children to mute or silence devices during lessons.</td></tr></tbody></table><table-wrap-foot><fn id="table6fn1"><p><sup>a</sup>EMA: ecological momentary assessment.</p></fn><fn id="table6fn2"><p><sup>b</sup>VAS: visual analog scale.</p></fn></table-wrap-foot></table-wrap><p>We introduce a third category, mitigators, based on participant and author suggestions for addressing barriers. Only Vilaysack et al [<xref ref-type="bibr" rid="ref31">31</xref>] reported participant feedback, which included improving notification sounds and providing a carrying case for the EMA collection device. The authors agreed with these suggestions, recommending louder, longer alerts and training children to adjust volume settings or automating them to suit school environments [<xref ref-type="bibr" rid="ref31">31</xref>]. A carrying bag was also recommended for future use [<xref ref-type="bibr" rid="ref31">31</xref>].</p><p>Three protocols recommended including additional reporters including the child (n=1) [<xref ref-type="bibr" rid="ref37">37</xref>], primary caregivers (n=1) [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>], secondary caregivers (n=1) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], and teachers (n=1) [<xref ref-type="bibr" rid="ref37">37</xref>]. Alternative strategies to improve data collection, particularly in reference to children&#x2019;s difficulties expressing their experiences, included combining EMA with qualitative methods (n=3) [<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]; using sensor data to add contextual information (n=3) [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>,<xref ref-type="bibr" rid="ref60">60</xref>]; and extending the monitoring period to account for inconsistencies in responses (n=3) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref51">51</xref>,<xref ref-type="bibr" rid="ref58">58</xref>]. Authors also emphasized the need for training children and parents to express experiences effectively, particularly in mapping experiences to scales (n=1) [<xref ref-type="bibr" rid="ref31">31</xref>], and acquiring subject knowledge (n=1) [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]. Two protocols recommended greater customization, including adapting data collection for participants whose first language differed from that of the researchers or protocol [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>], offering optional custom reminders [<xref ref-type="bibr" rid="ref58">58</xref>].</p><sec id="s3-10-1"><title><italic>Research question 3</italic>: What characteristics of the EMA protocol (RQ1) are related to high and low response rate (RQ2) when using EMA with children between the ages of 5 and 11 years?</title><p>Of the protocols with a reported or calculated response rate (n=15/17), high- and low response rate characteristics are summarized in <xref ref-type="table" rid="table7">Table 7</xref>. However, as the majority of protocols were judged at critical risk of bias, these comparisons should be interpreted with caution. High response rate protocols (n=6) [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref47">47</xref>] predominantly recruited older KS2 children with ADHD and relied on parent report. In contrast, low response rate protocols (n=9) [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref40">40</xref>,<xref ref-type="bibr" rid="ref48">48</xref>-<xref ref-type="bibr" rid="ref58">58</xref>,<xref ref-type="bibr" rid="ref62">62</xref>] were evenly split between KS1 and KS2, typically included children without identified health conditions, and more commonly used child self-report. Both groups used verbal instruction, but hands-on practice and written instruction were more common in low-response protocols. Both groups also used handheld devices, although smartphones specifically were more common in low response rate protocols [<xref ref-type="bibr" rid="ref33">33</xref>-<xref ref-type="bibr" rid="ref35">35</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>]. Monitoring periods differed, with longer durations in high-response protocols (&#x2265;3 weeks) and shorter durations (&#x003C;3 weeks) in low-response protocols.</p><table-wrap id="t7" position="float"><label>Table 7.</label><caption><p>Comparison of high and low response rate ecological momentary assessment protocols with children aged 5-11 years, showing majority design features within each group.</p></caption><table id="table7" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Characteristic</td><td align="left" valign="bottom">High response rate</td><td align="left" valign="bottom">Low response rate</td></tr></thead><tbody><tr><td align="left" valign="top" rowspan="3">Demographics</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>KS1<sup><xref ref-type="table-fn" rid="table7fn1">a</xref></sup> children (n=1/6),</p></list-item><list-item><p>KS2<sup><xref ref-type="table-fn" rid="table7fn2">b</xref></sup> children (n=5/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>KS1 children (n=5/9),</p></list-item><list-item><p>KS2 children (n=5/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>ADHD<sup><xref ref-type="table-fn" rid="table7fn3">c</xref></sup> (n=4/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>No condition (n=8/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>Children reporting (n=2/6)</p></list-item><list-item><p>Parents reporting (n=5/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Children reporting (n=5/9)</p></list-item><list-item><p>Parents reporting (n=5/9)</p></list-item></list></td></tr><tr><td align="left" valign="top">Training</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Verbal instruction (n=4/6)</p></list-item><list-item><p>Written instruction (n=1/6)</p></list-item><list-item><p>Practice for reporter (n=3/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Verbal instruction (n=6/9)</p></list-item><list-item><p>Written instruction (n=4/9)</p></list-item><list-item><p>Practice for reporter (n=6/9)</p></list-item></list></td></tr><tr><td align="left" valign="top">Technology</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Smartphone (n=2/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Smartphone (n=7/9)</p></list-item></list></td></tr><tr><td align="left" valign="top" rowspan="2">Monitoring period</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x2265;3 weeks (n=4/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x2265;3 weeks (n=3/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x003C;3 weeks (n=2/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x003C;3 weeks (n=6/9)</p></list-item></list></td></tr><tr><td align="left" valign="top">Prompt frequency</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>3 prompts per day (n=4/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>3-4 prompts per day (n=6/9)</p></list-item></list></td></tr><tr><td align="left" valign="top" rowspan="7">Prompting design</td><td align="left" valign="top">Interval-contingent (n=6/6)<list list-type="bullet"><list-item><p>Random (n=1/6)</p></list-item><list-item><p>Fixed (n=5/6)</p></list-item></list></td><td align="left" valign="top">Interval-contingent (n=9/9)<list list-type="bullet"><list-item><p>Random (n=5/9)</p></list-item><list-item><p>Fixed (n=2/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>Prompts before school, after school, and evening (n=5/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Prompts before school, after school, and evening (n=2/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x2264;12 items per prompt (n=2/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x2264;12 items per prompt (n=6/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x003E;13 items per prompt (n=4/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x003E;13 items per prompt (n=3/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>Use of scales for responses (n=6/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Use of scales for responses (n=7/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>Multiple response types in 1 prompt (n=3/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Multiple response types in 1 prompt (n=7/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x2264;1 hour to respond to prompt (n=1/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>&#x2264;1 hour to respond to prompt (n=6/9)</p></list-item></list></td></tr><tr><td align="left" valign="top" rowspan="2">Design features</td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Monetary reward (n=4/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Monetary reward (n=5/9)</p></list-item></list></td></tr><tr><td align="left" valign="top"><list list-type="bullet"><list-item><p>Prompt timing customization (n=6/6)</p></list-item></list></td><td align="left" valign="top"><list list-type="bullet"><list-item><p>Prompt timing customization (n=3/6)</p></list-item></list></td></tr></tbody></table><table-wrap-foot><fn id="table7fn1"><p><sup>a</sup>KS1: key stage 1.</p></fn><fn id="table7fn2"><p><sup>b</sup>KS2: key stage 2.</p></fn><fn id="table7fn3"><p><sup>c</sup>ADHD: attention-deficit/hyperactivity disorder.</p></fn></table-wrap-foot></table-wrap><p>All protocols used interval-contingent sampling with 3-4 prompts each day, and high response rate protocols predominantly used fixed schedules, typically avoiding school hours (n=4/6) by prompting before school, after school, and in the evening. In contrast, low response rate protocols used random schedules. Based on the maximum number of items used in a single prompt within each protocol, high-response protocols typically included 20 or more items (n=4/6), while low-response protocols more often included 12 or fewer items (n=5/8). Both groups used scale-based data collection methods, but low-response protocols more frequently combined multiple response formats within a single prompt and imposed shorter response windows of 1 hour or less. In the high response rate group, most protocols offered monetary incentives and all allowed participants to customize prompt timing; by contrast, in the low-response group, incentives were less consistently used and prompt timing customization was uncommon.</p></sec></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>This review aimed to answer 3 RQs by identifying the characteristics of EMA protocols used with children aged 5-11 years (RQ1), the feasibility and acceptability of EMA protocols for children aged 5-11 years (RQ2), and the protocol characteristics linked to high and low response rates (RQ3). Most protocols used handheld devices, interval-contingent prompting, and Likert scales, with training usually verbal and practice-based to collect self- or parent-reported data across monitoring periods of 3-28 days (RQ1). Feasibility and acceptability remain difficult to assess due to heterogeneous reporting and that 13 of 17 protocols were rated at critical risk of bias using the ROBINS-I tool. Key data required for pooling (eg, raw counts for planned vs completed prompts and corresponding variance estimates) were missing or selectively reported, preventing meaningful quantitative synthesis. Reported facilitators of acceptability and feasibility included the protocol being uncomplicated and engaging, the use of reminders, and caregiver support. Barriers included device access issues, reporter difficulty reporting accurately, reporting burden, stigma, lack of protocol awareness, and insufficient caregiver involvement. Suggested future mitigations included improvements to reminder systems, carrying aids, longer monitoring periods, increased customization, passive data collection, and involving additional reporters or methods (RQ2). High-response protocols (n=6, &#x2265;80%) [<xref ref-type="bibr" rid="ref20">20</xref>] more often involved older children (KS2), those with specific health conditions (ADHD), and featured longer monitoring periods (&#x2265;3 weeks). These protocols typically used fixed, interval-contingent prompt schedules, with greater than 20 items and prompting 3 times a day, often before school, after school, and in the evening. The majority also offered limited customization of prompt timing and provided monetary reimbursement for participation. Given the high risk of bias across most protocols, these contrasts should be interpreted as tentative (RQ3).</p></sec><sec id="s4-2"><title>Comparison With Prior Work</title><p>Evidence on the feasibility and acceptability of EMA protocols for preadolescent children remains limited, and how EMA protocol design can best support these outcomes is unclear [<xref ref-type="bibr" rid="ref22">22</xref>-<xref ref-type="bibr" rid="ref26">26</xref>]. Despite this, there is a growing recognition that protocols should be adapted for this age group [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. To our knowledge, this is the first review to systematically examine the feasibility and acceptability of EMA protocols for preadolescent children. While challenges such as technical issues and participant burden are common across age groups [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref65">65</xref>], this review identified additional factors that appear especially important for preadolescents and their caregivers acting as proxy reporters, including difficulties responding to prompts accurately, inconsistent access to reporting devices, and device-related stigma. To explore the impact of protocol characteristics on acceptability and feasibility, we apply the Technology Acceptance Model, which identifies perceived ease of use and perceived usefulness as key influences on technology adoption [<xref ref-type="bibr" rid="ref66">66</xref>]. Using this framework helps distinguish between protocol features that may have supported acceptability, those that produced unexpected patterns, and those that created barriers to technology acceptability.</p><p>Several features of high response rate protocols appeared to align with the Technology Acceptance Model&#x2019;s concept of perceived ease of use and usefulness, potentially making participation more acceptable. Predictable prompting schedules (eg, before school, after school, and evening), opportunities to customize timing, and the avoidance of in-school prompts may have helped reduce disruption (eg, limiting negative teacher interference) and make participation feel easier to manage within family routines [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref67">67</xref>]. The use of familiar technologies to caregivers, uncomplicated interfaces, encouraging caregiver support in responding to prompts and simple visuals may have supported participation by reducing cognitive and knowledge barriers, thereby improving perceived ease of use [<xref ref-type="bibr" rid="ref68">68</xref>]. Perceived usefulness may have been reinforced through external motivators such as monetary incentives and through the involvement of caregivers, including school staff, who facilitated tasks [<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref72">72</xref>], and the framing of EMA tasks as enjoyable or educational [<xref ref-type="bibr" rid="ref73">73</xref>].</p><p>Other features associated with high response rates, however, diverged from common EMA design practices and therefore require more cautious interpretation. Adult EMA literature typically favors shorter monitoring periods (&#x2264;2 weeks) [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref25">25</xref>] and brief prompts to reduce participant burden [<xref ref-type="bibr" rid="ref16">16</xref>]. In contrast, in this review, longer periods (&#x2265;3 weeks) and extensive prompts (&#x2265;20 items per prompt) were present in the majority of high response rate protocols. One explanation may be that longer durations help embed EMA into daily routines, with the stability offsetting potential fatigue [<xref ref-type="bibr" rid="ref1">1</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]. However, these more demanding protocols also tended to provide stronger external supports, such as closer researcher involvement or monetary incentives, suggesting that response rates may have reflected a combination of routine and additional resources rather than duration or length alone. Training showed a similar counterintuitive pattern: hands-on practice was more common in low response rate protocols, indicating that practice is more important for supporting valid and accurate reporting than for increasing response rates [<xref ref-type="bibr" rid="ref74">74</xref>]. A further unexpected pattern was the higher response rates linked to children with ADHD. Although this might initially appear counterintuitive, children with long-term conditions may be more intrinsically motivated to engage, as they are more likely to recognize a personal need that technology could help address [<xref ref-type="bibr" rid="ref75">75</xref>]. In contrast, children without a long-term health condition may not perceive the same relevance or potential benefit.</p><p>By contrast, several protocol features reduced perceived ease of use, reflecting both design complexity and developmental challenges. For example, nearly all protocols relied on response formats such as Likert or visual analog scales, despite evidence that alternative formats, such as item ranking and semantic differential scales, may be more developmentally appropriate for younger children [<xref ref-type="bibr" rid="ref76">76</xref>-<xref ref-type="bibr" rid="ref78">78</xref>]. The continued reliance on such scales highlights a broader adult-centered design approach that may overlook children&#x2019;s cognitive abilities and real-world reporting capacities [<xref ref-type="bibr" rid="ref79">79</xref>]. Furthermore, many 5&#x2010;7 year olds may struggle with reading, reinforcing the need for adult support in interpreting prompts [<xref ref-type="bibr" rid="ref80">80</xref>,<xref ref-type="bibr" rid="ref81">81</xref>]. Yet, reliance on caregivers may overlook the developmental trajectory of literacy: children who already have the skills may be denied opportunities to practice reporting independently, while those still acquiring literacy may be excluded altogether.</p><p>Beyond developmental challenges, logistical and practical barriers also reduced ease of use. More complex protocols, such as those combining multiple response formats or enforcing narrow response windows (&#x003C;1 hour), may have placed additional cognitive and logistical demands on children and caregivers [<xref ref-type="bibr" rid="ref82">82</xref>,<xref ref-type="bibr" rid="ref83">83</xref>]. These challenges are especially important, given the documented difficulty, in both this review and wider literature, that children face with extreme response bias and mapping their experiences onto structured input formats [<xref ref-type="bibr" rid="ref80">80</xref>]. Furthermore, the lack of flexibility beyond initial prompt timing customization contrasts with adult EMA, where participants can sometimes delay prompts or choose alternative response formats to reduce burden [<xref ref-type="bibr" rid="ref84">84</xref>,<xref ref-type="bibr" rid="ref85">85</xref>]. For example, 1 protocol using photo-based meal tracking struggled to capture buffet-style eating, illustrating how rigid input formats can fail to reflect real-world variability [<xref ref-type="bibr" rid="ref32">32</xref>]. While this is a known limitation for adults [<xref ref-type="bibr" rid="ref1">1</xref>], it may be amplified in children, as caregivers may resist disrupting routines and children may see little benefit in adjusting their behavior to enable easier data capture [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref86">86</xref>]. Additionally, lack of device awareness contributed to issues such as forgetting to charge it or bring it with them, disrupting participation [<xref ref-type="bibr" rid="ref23">23</xref>]. These challenges may be greater for preadolescents, who may not own devices suitable for EMA and are instead given separate ones, making routine integration more difficult [<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref30">30</xref>]. Using wearables, which remain on the body, may help reduce this burden [<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref87">87</xref>]; however, no protocol in this review used such an approach. Three protocols recommended incorporating sensor data to contextualize and support children&#x2019;s self-reports, suggesting a potential role for wearables in future protocols [<xref ref-type="bibr" rid="ref88">88</xref>].</p><p>Perceived usefulness was often less prioritized than ease of use. While many protocols included monetary incentives, the included protocols did not report how they established personal relevance for either children or caregivers. Emphasizing the value of participation may be particularly important when EMA is used solely as a measurement tool, as was the case in all included protocols, to avoid participants feeling that they contribute data without clear benefits or autonomy [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref89">89</xref>]. In addition, preadolescent children may be better motivated by immediate rewards [<xref ref-type="bibr" rid="ref90">90</xref>], yet only 1 protocol in this review included a daily reward system [<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>]. Social stigma also shaped perceived usefulness. In 1 protocol, preadolescents reported attracting unwanted attention when using a smartphone at school [<xref ref-type="bibr" rid="ref31">31</xref>]. This highlights how adult assumptions about appropriate technologies can overlook that many preadolescents lack regular access to smartphones [<xref ref-type="bibr" rid="ref91">91</xref>,<xref ref-type="bibr" rid="ref92">92</xref>], which may contribute to feelings of unfamiliarity or stigma. Few protocols in this review involved children directly in their development (eg, piloting), limiting opportunities to identify usability issues and integrate children&#x2019;s perspectives [<xref ref-type="bibr" rid="ref93">93</xref>,<xref ref-type="bibr" rid="ref94">94</xref>].</p><p>Preadolescents are embedded in a shifting network of caregivers, teachers, peers, and wider family [<xref ref-type="bibr" rid="ref95">95</xref>], yet many protocols included in this review treat them as isolated participants and do not explicitly involve caregivers in supporting roles. While caregivers were often given verbal or written instructions when the child was the reporter, protocols rarely included opportunities for them to practice using the device. School cooperation was also limited, restricting access to essential adult support. Furthermore, simultaneous tracking by children and caregivers was rare, although others recommended incorporating multiple perspectives in future work [<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref41">41</xref>-<xref ref-type="bibr" rid="ref47">47</xref>,<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. Such approaches may offer benefits including shared responsibility, enhanced motivation, and enriched data perspectives [<xref ref-type="bibr" rid="ref96">96</xref>,<xref ref-type="bibr" rid="ref97">97</xref>]. Preadolescents rely heavily on adults and their peers to interpret, manage, and respond to daily tasks [<xref ref-type="bibr" rid="ref98">98</xref>,<xref ref-type="bibr" rid="ref99">99</xref>], making limited involvement of these networks in protocol design both a missed opportunity and a barrier to engagement [<xref ref-type="bibr" rid="ref31">31</xref>]. Protocols that acknowledge and actively involve this network, through co-design, piloting, and contextual adaptation, are more likely to avoid common pitfalls and create experiences that are not only feasible but also genuinely valuable to children and those who support them [<xref ref-type="bibr" rid="ref100">100</xref>-<xref ref-type="bibr" rid="ref102">102</xref>], although this must be balanced against the risk that proxy reporting shifts the focus away from children&#x2019;s voices. In KS1 protocols, for example, parents often acted as reporters, sometimes entering responses in dialogue with their child, but in other cases responding based only on their own observations. The latter approach arguably reflects EMA of parents about their children, rather than EMA of children themselves, raising questions of validity and comparability with adult EMA where self-report is standard. These issues highlight the importance and complexity of situating EMA within children&#x2019;s lives, emphasizing the need for EMA protocols that fit within children&#x2019;s everyday social and caregiving contexts, ensuring that both children and their caregivers can meaningfully engage with and benefit from these tools [<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref103">103</xref>].</p></sec><sec id="s4-3"><title>Strengths and Limitations</title><p>Digital health is an interdisciplinary field, and a key strength of this review is the interdisciplinary approach taken by searching a large number of databases (n=10), spanning both health science databases and HCI venues. The review aimed to investigate EMA protocols used with children (aged 5&#x2010;11 years) to understand developmentally sensitive design implications. To investigate this, we looked across the broad spectrum of child health behaviors and conditions, which means our review is not limited to any specific health domain, making the findings relevant to a broader scope of researchers working with pediatric EMA protocols. However, due to heterogeneity and lack of reporting, a formal meta-analysis of quantitative data nor metaethnography of qualitative data was feasible, and we instead used a narrative review approach [<xref ref-type="bibr" rid="ref61">61</xref>] to identify patterns that may inform future hypothesis generation. We also excluded studies that included our target age group but did not report specific protocol adaptations for younger children (eg, studies covering ages 5&#x2010;18 years without age-specific design considerations). The use of narrative synthesis, while appropriate given the diversity of study design, has been critiqued for limited transparency [<xref ref-type="bibr" rid="ref104">104</xref>]. Additionally, the scarcity of detailed qualitative and quantitative data restricted the depth of our analysis. This limitation highlights a need for future research exploring child and caregiver views to improve EMA protocols. A further limitation is that most protocols were conducted in Western, high-income contexts, with little reporting of socioeconomic background and inconsistent reporting of ethnicity. Where provided, samples were often predominantly White, with only a few protocols including more diverse populations. Future research should prioritize more diverse samples and clearer demographic reporting.</p></sec><sec id="s4-4"><title>Conclusions</title><p>This review provides the first systematic evidence base focused exclusively on digital EMA with preadolescent children. It examined 17 digital EMA protocols involving children aged 5&#x2010;11 years, highlighting gaps in developmental appropriateness (eg, absence of child-focused piloting) and inconsistencies in reporting quality that limit both interpretability and comparability across studies.</p><p>In contrast to existing reviews that primarily emphasize adherence or feasibility in children of different ages as a single group and adults, these findings emphasize the importance of preadolescent acceptance and developmental considerations when EMA is used with this specific age group. Barriers included device access issues, finding it challenging to report accurately (eg, response options not matching how they want to express themselves), reporting burden, stigma, lack of protocol awareness, and insufficient caregiver involvement. Facilitators included uncomplicated, engaging technology, reminders, and caregiver involvement. Several counterintuitive patterns also emerged: protocols with longer durations and more items per prompt were linked to high response rates, further highlighting the importance of considering preadolescents distinctly.</p><p>The review contributes to the field by consolidating the evidence base and identifying protocol characteristics, while also highlighting the need for improved and more consistent reporting of feasibility, acceptability, and response metrics. Without such improvements, meaningful comparison across protocols and cumulative knowledge building remains limited.</p><p>From a practical perspective, the findings suggest that future digital EMA research should focus on perceived ease of use (eg, predictable prompting schedules, simplified response formats, and flexibility in fitting daily routines) and perceived usefulness (eg, immediate rewards, personally relevant activities, clear explanations of purpose, and addressing stigma) as part of a more child-centered design approach. Given children&#x2019;s dependence on caregivers and teachers, involving these adults is likely to support perceived ease of use (eg, assistance with prompts, device availability, and charging) and perceived usefulness (eg, clarifying relevance, reinforcing engagement, and managing social dynamics). With greater developmental alignment and improved reporting standards, digital EMA could be more effectively integrated into pediatric health monitoring in ways that are sensitive to the needs of different age groups.</p></sec></sec></body><back><ack><p>The authors declare the use of generative artificial intelligence in the research and writing process. According to the GAIDeT taxonomy (2025), the following tasks were delegated to GAI tools under full human supervision: proofreading and editing. The GAI tool used was Grammarly, ChatGPT-4.0. Responsibility for the final manuscript lies entirely with the authors. GAI tools are not listed as authors and do not bear responsibility for the final outcomes. A declaration was submitted by SC.</p></ack><notes><sec><title>Funding</title><p>This work was supported by the EPSRC Digital Health and Care Centre for Doctoral Training (UKRI grant EP/S023704/1).</p></sec><sec><title>Data Availability</title><p>The data extracted and analyzed during this review are available in the supplementary files of this manuscript (<xref ref-type="supplementary-material" rid="app6">Checklists 1</xref> and <xref ref-type="supplementary-material" rid="app7">2</xref> and <xref ref-type="supplementary-material" rid="app1">Multimedia Appendices 1</xref><xref ref-type="supplementary-material" rid="app2"/><xref ref-type="supplementary-material" rid="app3"/>-<xref ref-type="supplementary-material" rid="app4">4</xref>), with the full data extraction tables shown in <xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref>.</p></sec></notes><fn-group><fn fn-type="con"><p>SC conceptualized this work in collaboration with the coauthors. SC carried out the search strategy and conducted the article screening with LT. SC performed the quality assessment. SC wrote the initial manuscript. LT, AB, and JB reviewed, refined, and approved the final manuscript.</p></fn><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">ADHD</term><def><p>attention deficit/hyperactivity disorder</p></def></def-item><def-item><term id="abb2">ASD</term><def><p>autism spectrum disorder</p></def></def-item><def-item><term id="abb3">CREMAS</term><def><p>Checklist for Reporting EMA Studies</p></def></def-item><def-item><term id="abb4">EMA</term><def><p>ecological momentary assessment</p></def></def-item><def-item><term id="abb5">HCI</term><def><p>Human-Computer Interaction</p></def></def-item><def-item><term id="abb6">KS1</term><def><p>key stage 1</p></def></def-item><def-item><term id="abb7">KS2</term><def><p>key stage 2</p></def></def-item><def-item><term id="abb8">PRISMA</term><def><p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p></def></def-item><def-item><term id="abb9">ROBINS-I v2</term><def><p>Risk Of Bias In Nonrandomized Studies of Interventions, version 2</p></def></def-item><def-item><term id="abb10">RQ</term><def><p>research question</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>Shiffman</surname><given-names>S</given-names> </name><name name-style="western"><surname>Stone</surname><given-names>AA</given-names> </name><name name-style="western"><surname>Hufford</surname><given-names>MR</given-names> </name></person-group><article-title>Ecological momentary assessment</article-title><source>Annu Rev Clin Psychol</source><year>2008</year><volume>4</volume><fpage>1</fpage><lpage>32</lpage><pub-id pub-id-type="doi">10.1146/annurev.clinpsy.3.022806.091415</pub-id><pub-id pub-id-type="medline">18509902</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>Hartson</surname><given-names>KR</given-names> </name><name name-style="western"><surname>Huntington-Moskos</surname><given-names>L</given-names> </name><name name-style="western"><surname>Sears</surname><given-names>CG</given-names> </name><etal/></person-group><article-title>Use of electronic ecological momentary assessment methodologies in physical activity, sedentary behavior, and sleep research in young adults: systematic review</article-title><source>J Med Internet Res</source><year>2023</year><month>06</month><day>29</day><volume>25</volume><fpage>e46783</fpage><pub-id pub-id-type="doi">10.2196/46783</pub-id><pub-id pub-id-type="medline">37384367</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>Overton</surname><given-names>M</given-names> </name><name name-style="western"><surname>Ward</surname><given-names>S</given-names> </name><name name-style="western"><surname>Swain</surname><given-names>N</given-names> </name><etal/></person-group><article-title>Are ecological momentary assessments of pain valid and reliable? 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xlink:href="jmir_v28i1e79291_app2.xlsx" xlink:title="XLSX File, 25 KB"/></supplementary-material><supplementary-material id="app3"><label>Multimedia Appendix 3</label><p>Study-level overviews.</p><media xlink:href="jmir_v28i1e79291_app3.docx" xlink:title="DOCX File, 151 KB"/></supplementary-material><supplementary-material id="app4"><label>Multimedia Appendix 4</label><p>Response rate calculations.</p><media xlink:href="jmir_v28i1e79291_app4.xlsx" xlink:title="XLSX File, 18 KB"/></supplementary-material><supplementary-material id="app5"><label>Multimedia Appendix 5</label><p>Data extraction tables (full).</p><media xlink:href="jmir_v28i1e79291_app5.xlsx" xlink:title="XLSX File, 29 KB"/></supplementary-material><supplementary-material id="app6"><label>Checklist 1</label><p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) checklist.</p><media xlink:href="jmir_v28i1e79291_app6.docx" xlink:title="DOCX File, 214 KB"/></supplementary-material><supplementary-material id="app7"><label>Checklist 2</label><p>PRISMA-S (An Extension to the PRISMA Statement for Reporting Literature Searches in Systematic Reviews) checklist.</p><media xlink:href="jmir_v28i1e79291_app7.docx" xlink:title="DOCX File, 12 KB"/></supplementary-material></app-group></back></article>