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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIR</journal-id>
      <journal-id journal-id-type="nlm-ta">J Med Internet Res</journal-id>
      <journal-title>Journal of Medical Internet Research</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">v25i1e45465</article-id>
      <article-id pub-id-type="pmid">37058340</article-id>
      <article-id pub-id-type="doi">10.2196/45465</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Review</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Review</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>Characteristics and Potential Challenges of Digital-Based Interventions for Children and Young People: Scoping Review</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Mavragani</surname>
            <given-names>Amaryllis</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Chaudhry</surname>
            <given-names>Beenish</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Mircheva</surname>
            <given-names>Iskra</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Yun</surname>
            <given-names>Jinsoo</given-names>
          </name>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-9766-1539</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Shin</surname>
            <given-names>Jaeyong</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2955-6382</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Lee</surname>
            <given-names>Hyerim</given-names>
          </name>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0009-0006-2972-5058</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Kim</surname>
            <given-names>Dai-Jin</given-names>
          </name>
          <degrees>MD, PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9408-5639</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Choi</surname>
            <given-names>In-Young</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff5" ref-type="aff">5</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2860-9411</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kim</surname>
            <given-names>Meelim</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff6" ref-type="aff">6</xref>
          <address>
            <institution>Herbert Wertheim School of Public Health and Human Longevity Science</institution>
            <institution>University of California San Diego</institution>
            <addr-line>Atkinson Hall, 9500 Gilman Dr, La Jolla</addr-line>
            <addr-line>San Diego, CA, 92121</addr-line>
            <country>United States</country>
            <phone>1 323 776 5171</phone>
            <email>mek007@health.ucsd.edu</email>
          </address>
          <xref rid="aff7" ref-type="aff">7</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0507-1727</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>College of Nursing</institution>
        <institution>Yonsei University</institution>
        <addr-line>Seoul</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Preventive Medicine</institution>
        <institution>College of Medicine</institution>
        <institution>Yonsei University</institution>
        <addr-line>Seoul</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>Department of Psychology</institution>
        <institution>College of Liberal Arts</institution>
        <institution>Yonsei University</institution>
        <addr-line>Seoul</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>Department of Psychiatry</institution>
        <institution>College of Medicine</institution>
        <institution>The Catholic University of Korea</institution>
        <addr-line>Seoul</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Department of Medical Informatics</institution>
        <institution>College of Medicine</institution>
        <institution>The Catholic University of Korea</institution>
        <addr-line>Seoul</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <aff id="aff6">
        <label>6</label>
        <institution>Herbert Wertheim School of Public Health and Human Longevity Science</institution>
        <institution>University of California San Diego</institution>
        <addr-line>San Diego, CA</addr-line>
        <country>United States</country>
      </aff>
      <aff id="aff7">
        <label>7</label>
        <institution>Health IT Center</institution>
        <institution>Yonsei University Health System</institution>
        <addr-line>Seoul</addr-line>
        <country>Republic of Korea</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Meelim Kim <email>mek007@health.ucsd.edu</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2023</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>14</day>
        <month>4</month>
        <year>2023</year>
      </pub-date>
      <volume>25</volume>
      <elocation-id>e45465</elocation-id>
      <history>
        <date date-type="received">
          <day>6</day>
          <month>1</month>
          <year>2023</year>
        </date>
        <date date-type="rev-request">
          <day>2</day>
          <month>2</month>
          <year>2023</year>
        </date>
        <date date-type="rev-recd">
          <day>15</day>
          <month>2</month>
          <year>2023</year>
        </date>
        <date date-type="accepted">
          <day>27</day>
          <month>2</month>
          <year>2023</year>
        </date>
      </history>
      <copyright-statement>©Jinsoo Yun, Jaeyong Shin, Hyerim Lee, Dai-Jin Kim, In-Young Choi, Meelim Kim. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 14.04.2023.</copyright-statement>
      <copyright-year>2023</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 (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in the Journal of Medical Internet Research, is properly cited. The complete bibliographic information, a link to the original publication on https://www.jmir.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.jmir.org/2023/1/e45465" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Digital health technologies are becoming increasingly available to children and young people and their families. However, there are no scoping reviews that provide both an overview of the characteristics of digital interventions for children and young people and potential challenges to be considered when developing and implementing them.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study aimed to systematically review scientific publications to identify the current characteristics and potential complications of digital interventions for children and young people.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>This scoping review was conducted using the framework of Arksey and O’Malley and adheres to the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines for scoping reviews. A search of 5 databases (PubMed, Scopus, Embase, MEDLINE, and CINAHL) and Google Scholar was performed for eligible clinical trials published between January 1, 2018, and August 19, 2022.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>The initial search of the 5 databases yielded 3775 citations; duplicates and those not meeting the inclusion criteria were eliminated. In total, 34 articles were included in the final review and relevant information, such as the descriptive characteristics and potential challenges, were classified. Mental health (26/34, 76%) was the most common target for the digital intervention for children and young people, exceeding physical health (8/34, 24%) by more than 3 times. In addition, a substantial number of digital interventions were dedicated solely to children and young people. Digital interventions for children and young people were more likely to be delivered via computers (17/34, 50%) rather than smartphones (13/34, 38%). More than one-third of the studies (13/34, 38%) applied cognitive behavioral theory as the theory of digital interventions. The duration of the digital intervention for children and young people was more likely to vary depending on the target user rather than the target disease. Intervention components were classified into 5 categories: guidance, task and activity, reminder and monitoring, supportive feedback, and reward system. Potential challenges were subcategorized into ethical, interpersonal, and societal challenges. For ethical challenges, the consent of children and young people or caregivers, potential risk of adverse events, and data privacy issues were considered. For interpersonal challenges, the engagement of children and young people was affected by the preference or barrier of caregivers to participate in studies. For societal challenges, restricted ethnicity in recruitment, limited availability of digital technology, differences in internet use patterns between girls and boys, unified clinical settings, and language barriers were described.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>We identified potential challenges and provided suggestions about ethical, interpersonal, and societal aspects to consider when developing and deploying digital-based interventions for children and young people. Our findings provide a thorough overview of the published literature and may serve as a comprehensive, informative foundation for the development and implementation of digital-based interventions for children and young people.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>digital health</kwd>
        <kwd>digital intervention</kwd>
        <kwd>children and young people</kwd>
        <kwd>ethical challenge</kwd>
        <kwd>interpersonal challenge</kwd>
        <kwd>societal challenge</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Digital therapeutics (DTx) uses digital technologies to deliver high-fidelity evidence-based treatments at scale to improve health outcomes and reduce the burden on health care professionals [<xref ref-type="bibr" rid="ref1">1</xref>]. One of the primary benefits of DTx is its ability to overcome geographical and time-related barriers to health care accessibility. Children and young people have not been left behind in the advancement of digital technology in health care. As smartphones are becoming more available to children and families, DTx may improve and maintain the health of children and young people.</p>
        <p>Providing health care for children and young people, a socially vulnerable population, requires a specific skill set owing to their distinct characteristics and needs [<xref ref-type="bibr" rid="ref2">2</xref>]. In children and young people, the communication skills necessary for making medical decisions and understanding the information related to medical treatment may vary depending on their verbal language development level [<xref ref-type="bibr" rid="ref3">3</xref>]. In addition, children and young people’s emotional (eg, anxiety or depression) and physical (eg, pain or a range of medications) conditions may affect their level of commitment to the treatment [<xref ref-type="bibr" rid="ref3">3</xref>]. Finally, the children and young people’s cultural and religious background may influence how much they value medical treatment and how they interact with health care professionals [<xref ref-type="bibr" rid="ref3">3</xref>]. Therefore, when conducting clinical practice or research on children and young people, various factors must be carefully considered.</p>
        <p>Children and young people are also known for being early adopters of digital technologies, including digital health technologies. Hence, the advancement of digital technologies dedicated to children and young people offers considerable benefits and is frequently discussed in the literature. However, as children and young people are susceptible to manipulation, especially via digital devices and tools, digital platforms have terms of service that are specifically adapted to children and young people [<xref ref-type="bibr" rid="ref4">4</xref>-<xref ref-type="bibr" rid="ref6">6</xref>]. For example, the Google Play Store necessitates an in-app reminder within all social media apps to stay safe on the web and be aware of the real-world risks of web-based activities [<xref ref-type="bibr" rid="ref4">4</xref>]. The Apple App Store requires parental permission to protect children’s privacy and prevent them from engaging in commerce or following external links to websites, social networks, or other apps without their parent or guardian’s knowledge [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. Each of the Google Play Store and Apple App Store app review guidelines provides specific details regarding their requirements. Therefore, when developing digital interventions for children and young people, a holistic and careful approach based on the distinct guidelines of the digital platform is necessary.</p>
        <p>Although there is growing interest in digital interventions for children and young people, we have not found reviews that provide an overview of the characteristics of digital interventions for children and young people, as well as the potential challenges to be considered when developing them. Thus, we performed a scoping review that summarizes the current characteristics of the digital interventions dedicated to children and young people, such as their medical specialties, target users, and features, and the potential challenges associated with their development, as described in peer-reviewed literature.</p>
      </sec>
      <sec>
        <title>Objective</title>
        <p>Our study aimed to provide a broader perspective that summarizes the characteristics of digital interventions and potential challenges for children and young people, as published in the peer-reviewed literature. The research questions were as follows:</p>
        <list list-type="order">
          <list-item>
            <p>What are the characteristics of digital interventions dedicated to children and young people?</p>
          </list-item>
          <list-item>
            <p>What potential challenges should be considered when implementing digital interventions for children and young people?</p>
          </list-item>
        </list>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Design</title>
        <p>This scoping review used the framework of Arksey and O’Malley [<xref ref-type="bibr" rid="ref7">7</xref>]. This scoping review is reported based on the PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) guidelines [<xref ref-type="bibr" rid="ref8">8</xref>]. The completed PRISMA-ScR checklist is presented in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>.</p>
      </sec>
      <sec>
        <title>Identifying Relevant Studies</title>
        <p>We performed a search in 5 databases (PubMed, Scopus, Embase, MEDLINE, and CINAHL) and Google Scholar to identify studies that examined at least 1 digital intervention targeting children and young people with specific medical problems or their caregivers. The analyses were limited to clinical trials published in English between January 1, 2018, and August 19, 2022. The complete search strategy is outlined in <xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>.</p>
      </sec>
      <sec>
        <title>Study Selection</title>
        <p>The inclusion and exclusion criteria were applied to screen titles, abstracts, and full-text papers for study selection (<xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>). When there was a disagreement over study selection, consensus was reached through discussion.</p>
      </sec>
      <sec>
        <title>Charting the Data</title>
        <p>The selected studies were analyzed to identify the characteristics and possible complications of digital interventions for children and young people. On the basis of data items, relevant information was extracted and charted into a specific form. The form included the following data items: authors, year of publication, title, aim, population, target disease, user, study design, duration of intervention, intervention protocol, and results.</p>
      </sec>
      <sec>
        <title>Collating, Summarizing, and Reporting the Results</title>
        <p>To address the research questions, charted data were used as supplementary sources and full-text papers were read multiple times. Results were independently collected from each article, and cross-validation was performed. Two categories, descriptive characteristics and potential challenges, were used to group the research results. Reporting of the results about the identified characteristics and potential challenges of digital intervention for children and young people was done using both narrative and numerical descriptions.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Overview</title>
        <p>The following 4 review phases were conducted based on the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flowchart (<xref rid="figure1" ref-type="fig">Figure 1</xref>): identification, screening, eligibility assessment, and final synthesis. Our search query initially retrieved 3775 articles. A total of 652 articles were identified during the automatic duplicate removal process, and 132 articles were manually identified as duplicates and removed. Of the remaining 2991 articles, 2723 were removed based on title and abstract screening and the inclusion and exclusion criteria (<xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref>). The remaining 268 articles were assessed for eligibility using full-text screening, and 19 articles were eligible; 15 articles identified on Google Scholar were included in this review. Finally, 34 articles were included in the analysis.</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flowchart.</p>
          </caption>
          <graphic xlink:href="jmir_v25i1e45465_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Descriptive Characteristics</title>
        <p>The percentage of digital interventions targeting mental disorders was higher than that targeting physical diseases (26/34, 76% vs 8/34, 24%; <xref ref-type="table" rid="table1">Table 1</xref>). The Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition criteria were used to differentiate between mental and physical disorders. If the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition criteria were satisfied, it was classified as a mental disorder. Regarding the target users, 85% (29/34) of interventions targeted children and young people, 6% (2/34) targeted their caregivers, and 9% (3/34) targeted both groups.</p>
        <p>Most of the digital interventions were web based (17/34, 50%) or mobile app based (13/34, 38%). A total of 4 studies combined 2 different modalities to deliver the intervention (eg, web-based + eye tracker [<xref ref-type="bibr" rid="ref9">9</xref>] and mobile app–based + Google Glass; Alphabet Inc [<xref ref-type="bibr" rid="ref10">10</xref>]). The details are listed in <xref ref-type="table" rid="table2">Table 2</xref>.</p>
        <p>More than one-third of the studies (13/34, 38%) applied cognitive behavioral theory as the theory of digital interventions. A total of 5 studies were based on behavior change theory, and 4 studies were based on cognitive theory. Three studies were based on applied behavior analysis. Guideline-based intervention was used in 3 studies. One study applied 3 different theories, namely social learning theory, family systems theory, and cognitive behavioral theory, to inform their intervention [<xref ref-type="bibr" rid="ref11">11</xref>]. The psychodynamic theory was used in 1 study [<xref ref-type="bibr" rid="ref12">12</xref>]. The details are listed in <xref ref-type="table" rid="table3">Table 3</xref>.</p>
        <p>Regarding the active intervention duration, which refers to users actively receiving the intervention components, digital interventions ranged from a single session to 28 weeks (average 8.8, SD 6.49 weeks) for mental disorders and from 4 to 24 weeks (average 11, SD 6.05 weeks) for physical disorders. Digital interventions ranged from a single session to 24 weeks (average 8.1, SD 5.09 weeks) for children and young people, 11 to 28 weeks (average 19.5, SD 12.02 weeks) for caregivers, and 8 to 24 weeks (average 14, SD 8.72 weeks) when targeting both children and young people and their caregivers. The details are listed in <xref ref-type="table" rid="table4">Table 4</xref>.</p>
        <p>By adapting existing frameworks to the design of digital interventions [<xref ref-type="bibr" rid="ref13">13</xref>], the intervention components were classified into the following 5 categories: guidance, task and activity, reminder and monitoring (RM), supportive feedback (SF), and reward system (RS; <xref rid="figure2" ref-type="fig">Figure 2</xref>).</p>
        <p>Guidance components provided users with educational information and were included in 22 studies. Of these, 19 provided users with education, for example, cognitive behavioral therapy, behavioral interventions, social story interventions, parent training programs, coping skills, or physical activity education [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref14">14</xref>-<xref ref-type="bibr" rid="ref30">30</xref>]. Two studies provided users with tailored educational information, including personalized health and wellness information for someone with Down syndrome [<xref ref-type="bibr" rid="ref31">31</xref>] and nutritional information with individualized meal plans [<xref ref-type="bibr" rid="ref32">32</xref>]. One study used a robot to guide children in engaging in the repetitive motions required for motor learning [<xref ref-type="bibr" rid="ref33">33</xref>]. One study provided users with contact information for mental health support services [<xref ref-type="bibr" rid="ref25">25</xref>].</p>
        <p>Task and activity components involved engagement or participation within the intervention [<xref ref-type="bibr" rid="ref13">13</xref>] and were included in 17 studies. Four offered cognitive training [<xref ref-type="bibr" rid="ref34">34</xref>-<xref ref-type="bibr" rid="ref37">37</xref>], 1 offered a virtual reality game [<xref ref-type="bibr" rid="ref33">33</xref>], and 2 offered emotion-recognition activities [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref10">10</xref>]. Seven studies provided users with homework exercises to help them practice learning [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref38">38</xref>]. To enhance emotional regulation skills, some interventions used several activities for self-management of overwhelming emotions [<xref ref-type="bibr" rid="ref39">39</xref>] or reading and writing tasks for depression, anxiety, and well-being [<xref ref-type="bibr" rid="ref40">40</xref>]. Furthermore, other studies included phonological awareness activities [<xref ref-type="bibr" rid="ref38">38</xref>], videoconferencing with a therapist [<xref ref-type="bibr" rid="ref30">30</xref>], peer-to-peer live streaming [<xref ref-type="bibr" rid="ref15">15</xref>], or dance sessions [<xref ref-type="bibr" rid="ref27">27</xref>].</p>
        <p>In the RM component, users’ progress or status was monitored. Reminders were sent via SMS text messages [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref35">35</xref>], emails [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref41">41</xref>], or a digital intervention platform [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. In total, 13 studies used self-monitoring, including daily check-ins [<xref ref-type="bibr" rid="ref11">11</xref>], emotional self-monitoring [<xref ref-type="bibr" rid="ref25">25</xref>], activity and blood glucose monitoring [<xref ref-type="bibr" rid="ref27">27</xref>], symptom monitoring [<xref ref-type="bibr" rid="ref29">29</xref>], bolus and nutrient content calculating [<xref ref-type="bibr" rid="ref42">42</xref>], web-based assessment [<xref ref-type="bibr" rid="ref43">43</xref>], assessment of depressive symptoms and sleep diary [<xref ref-type="bibr" rid="ref20">20</xref>], daily mood queries [<xref ref-type="bibr" rid="ref22">22</xref>], mood history [<xref ref-type="bibr" rid="ref25">25</xref>], mood activity diary [<xref ref-type="bibr" rid="ref18">18</xref>], ketosis monitoring [<xref ref-type="bibr" rid="ref32">32</xref>], current health data recording [<xref ref-type="bibr" rid="ref32">32</xref>], and scores in the virtual reality game [<xref ref-type="bibr" rid="ref33">33</xref>]. The other 6 studies relied on monitoring features to ensure user compliance [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. A list of the overall summary of the intervention components used in each study on digital interventions for children and young people or caregivers is provided in <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref> [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref14">14</xref>-<xref ref-type="bibr" rid="ref43">43</xref>].</p>
        <p>SF features enabled users to receive personalized feedback on their progress. One study provided SF to users via SMS text messages [<xref ref-type="bibr" rid="ref43">43</xref>], 5 via telephone calls [<xref ref-type="bibr" rid="ref19">19</xref>-<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref35">35</xref>], 3 via emails [<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref26">26</xref>,<xref ref-type="bibr" rid="ref42">42</xref>], 3 via a digital intervention platform [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref31">31</xref>], and 1 via a human coach [<xref ref-type="bibr" rid="ref33">33</xref>]. Some studies included chat sessions [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>] and videoconferences with trained therapists [<xref ref-type="bibr" rid="ref30">30</xref>]. Three studies offered &#62;1 method of assistance delivery [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref27">27</xref>].</p>
        <p>RS components are mechanisms that provide reinforcements to enhance the user’s behavioral change. Different types of rewards were used in 6 studies, including badge and RSs [<xref ref-type="bibr" rid="ref11">11</xref>], reward loops [<xref ref-type="bibr" rid="ref34">34</xref>], tokens to unlock minigames [<xref ref-type="bibr" rid="ref9">9</xref>], incentives [<xref ref-type="bibr" rid="ref35">35</xref>], unlocking the game Balloon Blast as a reward [<xref ref-type="bibr" rid="ref39">39</xref>], and credits [<xref ref-type="bibr" rid="ref43">43</xref>].</p>
        <table-wrap position="float" id="table1">
          <label>Table 1</label>
          <caption>
            <p>Number and proportion of target diseases and target users (N=34).</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="160"/>
            <col width="110"/>
            <col width="700"/>
            <thead>
              <tr valign="top">
                <td colspan="2">
                  <break/>
                </td>
                <td>Studies, n (%)</td>
                <td>References</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="4">
                  <bold>Target disease</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Mental disorder</td>
                <td>26 (76)</td>
                <td>Moor et al [<xref ref-type="bibr" rid="ref14">14</xref>], Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>], Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>], Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>], Gallen et al [<xref ref-type="bibr" rid="ref37">37</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], Nordh et al [<xref ref-type="bibr" rid="ref28">28</xref>], Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>], and Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Physical disease</td>
                <td>8 (24)</td>
                <td>Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], and Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>]</td>
              </tr>
              <tr valign="top">
                <td colspan="4">
                  <bold>Target user</bold>
                </td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Children or adolescents only</td>
                <td>29 (85)</td>
                <td>Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>], Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>], Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>], Gallen et al [<xref ref-type="bibr" rid="ref37">37</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], Nordh et al [<xref ref-type="bibr" rid="ref28">28</xref>], Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>], and Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>]</td>
              </tr>
              <tr valign="top">
                <td>
                  <break/>
                </td>
                <td>Caregivers only</td>
                <td>2 (6)</td>
                <td>Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>] and Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>]</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap position="float" id="table2">
          <label>Table 2</label>
          <caption>
            <p>Number and proportion of intervention modalities (N=34).</p>
          </caption>
          <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
            <col width="30"/>
            <col width="200"/>
            <col width="100"/>
            <col width="670"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Intervention modality</td>
                <td>Studies, n (%)</td>
                <td>References</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="4">
                  <bold>App (mobile) vs web (computer)</bold>
                </td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  App (mobile)
                </td>
                <td>13 (38)</td>
                <td>Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>], Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>], Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], allen et al [<xref ref-type="bibr" rid="ref37">37</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], and Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>]</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  Web (computer)
                </td>
                <td>17 (50)</td>
                <td>Moor et al [<xref ref-type="bibr" rid="ref14">14</xref>], Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>], Ranney et al [<xref ref-type="bibr" rid="ref21">21</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], Nordh et al [<xref ref-type="bibr" rid="ref4">4</xref>], Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>], and Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td colspan="2">
                  Combined modalities
                </td>
                <td>4 (12)</td>
                <td>Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], and Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap position="float" id="table3">
          <label>Table 3</label>
          <caption>
            <p>Number and proportion of intervention backgrounds (N=34).</p>
          </caption>
          <table border="1" rules="groups" cellpadding="5" frame="hsides" width="1000" cellspacing="0">
            <col width="250"/>
            <col width="150"/>
            <col width="600"/>
            <thead>
              <tr valign="top">
                <td>Intervention background</td>
                <td>Studies, n (%)</td>
                <td>References</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td>Cognitive behavioral theory</td>
                <td>13 (38)</td>
                <td>Moor et al [<xref ref-type="bibr" rid="ref14">14</xref>], Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Ranney et al [<xref ref-type="bibr" rid="ref21">21</xref>], Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>], Nordh et al [<xref ref-type="bibr" rid="ref4">4</xref>], Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>], and Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Behavior change theory</td>
                <td>5 (15)</td>
                <td>Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], and Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Cognitive theory</td>
                <td>4 (12)</td>
                <td>Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], and Gallen et al [<xref ref-type="bibr" rid="ref37">37</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Applied behavior analysis</td>
                <td>3 (9)</td>
                <td>Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], and Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Guideline-based intervention</td>
                <td>3 (9)</td>
                <td>Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], and Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Social learning theory</td>
                <td>1 (3)</td>
                <td>Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Family systems theory</td>
                <td>1 (3)</td>
                <td>Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Psychodynamic theory</td>
                <td>1 (3)</td>
                <td>Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Motivational interviewing</td>
                <td>1 (3)</td>
                <td>Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Mindfulness</td>
                <td>1 (3)</td>
                <td>Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>]</td>
              </tr>
              <tr valign="top">
                <td>Not specifically defined</td>
                <td>5 (15)</td>
                <td>Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], and Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>]</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <table-wrap position="float" id="table4">
          <label>Table 4</label>
          <caption>
            <p>Numeric description of range and mean duration of active intervention.</p>
          </caption>
          <table border="1" rules="groups" cellpadding="5" frame="hsides" width="1000" cellspacing="0">
            <col width="30"/>
            <col width="170"/>
            <col width="180"/>
            <col width="220"/>
            <col width="400"/>
            <thead>
              <tr valign="top">
                <td colspan="2">Active intervention duration</td>
                <td>Values, range</td>
                <td>Duration (weeks), mean (SD)</td>
                <td>References</td>
              </tr>
            </thead>
            <tbody>
              <tr valign="top">
                <td colspan="5">
                  <bold>Target disease</bold>
                </td>
              </tr>
              <tr valign="top">
                <td/>
                <td>Mental disorder</td>
                <td>Single session-28 weeks</td>
                <td>8.8 (6.49)</td>
                <td>Moor et al [<xref ref-type="bibr" rid="ref14">14</xref>], Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>], Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>], Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>], Gallen et al [<xref ref-type="bibr" rid="ref37">37</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], Nordh et al [<xref ref-type="bibr" rid="ref28">28</xref>], Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>], and Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
              <tr valign="top">
                <td/>
                <td>Physical disease</td>
                <td>4 weeks-24 weeks</td>
                <td>11 (6.05)</td>
                <td>Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], and Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>]</td>
              </tr>
              <tr valign="top">
                <td colspan="5">
                  <bold>Target user</bold>
                </td>
              </tr>
              <tr valign="top">
                <td/>
                <td>Children or adolescents only</td>
                <td>Single session-24 weeks</td>
                <td>8.1 (5.09)</td>
                <td>Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>], Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>], Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>], Gallen et al [<xref ref-type="bibr" rid="ref37">37</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], Nordh et al [<xref ref-type="bibr" rid="ref28">28</xref>], Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>], and Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>]</td>
              </tr>
              <tr valign="top">
                <td/>
                <td>Caregivers only</td>
                <td>11 weeks-28 weeks</td>
                <td>19.5 (12.02)</td>
                <td>Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>] and Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>]</td>
              </tr>
              <tr valign="top">
                <td/>
                <td>Children or adolescents and caregivers</td>
                <td>8 weeks-24 weeks</td>
                <td>14 (8.72)</td>
                <td>Moor et al [<xref ref-type="bibr" rid="ref14">14</xref>], Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], and Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <fig id="figure2" position="float">
          <label>Figure 2</label>
          <caption>
            <p>Examples and proportions of each intervention component in digital interventions for children and young people.</p>
          </caption>
          <graphic xlink:href="jmir_v25i1e45465_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Potential Challenges</title>
        <sec>
          <title>Ethical Challenges</title>
          <p>Ethical challenges were categorized into two themes: (1) consent and (2) potential risk (<xref ref-type="table" rid="table5">Table 5</xref>). Children and young people or caregivers must consent to proceed with clinical trials or digital interventions. In addition, potential risks include adverse outcomes and secondary unintended harmful effects of the intervention such as data rights and privacy issues.</p>
          <table-wrap position="float" id="table5">
            <label>Table 5</label>
            <caption>
              <p>Potential challenges of digital interventions for children and young people or caregivers.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="30"/>
              <col width="30"/>
              <col width="30"/>
              <col width="30"/>
              <col width="250"/>
              <col width="0"/>
              <col width="630"/>
              <thead>
                <tr valign="top">
                  <td colspan="6">Type of challenge and content</td>
                  <td>References</td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td colspan="6">
                    <bold>Ethical challenges</bold>
                  </td>
                  <td/>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="5">
                    <bold>Consent</bold>
                  </td>
                  <td/>
                </tr>
                <tr valign="top">
                  <td/>
                  <td/>
                  <td colspan="4">From the caregiver and children and young people</td>
                  <td>Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>], Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>] Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>], Gallen et al [<xref ref-type="bibr" rid="ref37">37</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], Nordh et al [<xref ref-type="bibr" rid="ref28">28</xref>], Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>], and Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
                </tr>
                <tr valign="top">
                  <td/>
                  <td/>
                  <td colspan="4">From caregiver only</td>
                  <td>Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>], and Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>]</td>
                </tr>
                <tr valign="top">
                  <td/>
                  <td/>
                  <td colspan="4">From children and young people only</td>
                  <td>Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Topooco et al [<xref ref-type="bibr" rid="ref23">23</xref>], and Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Potential risk</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="5">
                    <bold>Adverse event</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="4">
                    <bold>Psychological</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>Anxiety, depression, loneliness, anger, distress, shame, suicide attempt, frustration, emotional reaction, and aggression</td>
                  <td colspan="2">Moor et al [<xref ref-type="bibr" rid="ref14">14</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>], Nordh et al [<xref ref-type="bibr" rid="ref28">28</xref>], and Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="4">
                    <bold>Physical</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>Headache, dizziness, nausea, and <italic>adverse reaction to a digital tool</italic></td>
                  <td colspan="2">Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>] and Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="4">
                    <bold>Not specifically defined</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>Few side effects</td>
                  <td colspan="2">Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="5">
                    <bold>Data privacy</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="2">Deidentified data sharing publicly available</td>
                  <td colspan="2">Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="2">Deidentified data sharing available upon specific request</td>
                  <td colspan="2">Kollins et al [<xref ref-type="bibr" rid="ref34">34</xref>], Voss et al [<xref ref-type="bibr" rid="ref10">10</xref>], Gallen et al [<xref ref-type="bibr" rid="ref37">37</xref>], Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>], and Nordh et al [<xref ref-type="bibr" rid="ref28">28</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="2">Data are not available in any case</td>
                  <td colspan="2">Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="2">Not specifically defined</td>
                  <td colspan="2">Moor et al [<xref ref-type="bibr" rid="ref14">14</xref>], Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Hanrahan et al [<xref ref-type="bibr" rid="ref16">16</xref>], Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>], Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>], Ko et al [<xref ref-type="bibr" rid="ref36">36</xref>], Klee et al [<xref ref-type="bibr" rid="ref42">42</xref>], Edridge et al [<xref ref-type="bibr" rid="ref39">39</xref>], Haug et al [<xref ref-type="bibr" rid="ref43">43</xref>], Alfonsi et al [<xref ref-type="bibr" rid="ref41">41</xref>], Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], Jesus et al [<xref ref-type="bibr" rid="ref38">38</xref>], Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>], Cliffe et al [<xref ref-type="bibr" rid="ref20">20</xref>], Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>], Sourander et al [<xref ref-type="bibr" rid="ref21">21</xref>], Shedrief et al [<xref ref-type="bibr" rid="ref33">33</xref>], Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>], Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>], Kenny et al [<xref ref-type="bibr" rid="ref25">25</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>], Lindqvist et al [<xref ref-type="bibr" rid="ref12">12</xref>], and Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
                </tr>
                <tr valign="top">
                  <td colspan="7">
                    <bold>Interpersonal challenges</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Caregiver attitude</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Biased recruitment toward reliable, frequent attendees</td>
                  <td colspan="2">Khan et al [<xref ref-type="bibr" rid="ref24">24</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Caregiver involvement</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Caregiver involvement for children and young people access to digital resources</td>
                  <td colspan="2">Wade et al [<xref ref-type="bibr" rid="ref30">30</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Caregiver involvement in intervention of family history–related target disease</td>
                  <td colspan="2">Lei et al [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Caregiver acceptability</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Time commitment to the intervention or accessibility to clinics for assessments</td>
                  <td colspan="2">Hardy et al [<xref ref-type="bibr" rid="ref35">35</xref>]</td>
                </tr>
                <tr valign="top">
                  <td colspan="7">
                    <bold>Societal challenges</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Ethnicity</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Restricted ethnicity in recruitment</td>
                  <td colspan="2">Palermo et al [<xref ref-type="bibr" rid="ref11">11</xref>], Chung et al [<xref ref-type="bibr" rid="ref31">31</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], and Knox et al [<xref ref-type="bibr" rid="ref27">27</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Technology availability</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Limited availability of digital technology in rural communities or situations</td>
                  <td colspan="2">Sosnowski et al [<xref ref-type="bibr" rid="ref9">9</xref>], Zheng et al [<xref ref-type="bibr" rid="ref15">15</xref>], Dobias et al [<xref ref-type="bibr" rid="ref17">17</xref>], Osborn et al [<xref ref-type="bibr" rid="ref40">40</xref>], and Schmidt et al [<xref ref-type="bibr" rid="ref29">29</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Sex</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Differences in internet use patterns and preferences between girls and boys</td>
                  <td colspan="2">Topooco et al [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Clinical setting</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Specific clinical settings to be considered in generalizing the outcome</td>
                  <td colspan="2">Lenhard et al [<xref ref-type="bibr" rid="ref26">26</xref>] and Aspvall et al [<xref ref-type="bibr" rid="ref19">19</xref>]</td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td colspan="6">
                    <bold>Language</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>
                    <break/>
                  </td>
                  <td colspan="3">Non-English speakers were excluded from research</td>
                  <td colspan="2">Ranney et al [<xref ref-type="bibr" rid="ref22">22</xref>]</td>
                </tr>
              </tbody>
            </table>
          </table-wrap>
        </sec>
        <sec>
          <title>Consent</title>
          <p>Both caregivers and children and young people consented to participate in the clinical trials in 23 studies [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref18">18</xref>-<xref ref-type="bibr" rid="ref20">20</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref24">24</xref>-<xref ref-type="bibr" rid="ref31">31</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="ref43">43</xref>]. In 6 studies [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref38">38</xref>], only caregivers provided consent; 3 of these studies [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref38">38</xref>] included only children and young people aged &#60;7 years. In 3 studies [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref23">23</xref>], only children and young people provided consent. Two reasons for waiving caregiver consent were provided. Individuals aged 15 to 17 years can consent to research without parental involvement in Sweden, assuming they are mature enough to freely participate in studies while being aware of the potential adverse consequences [<xref ref-type="bibr" rid="ref23">23</xref>]. In addition, parental consent was waived to reduce logistical barriers and increase willingness to participate in the research among marginalized adolescents (lesbian, gay, bisexual, transgender, and queer youth), who might otherwise be underrepresented in mental health treatment research [<xref ref-type="bibr" rid="ref17">17</xref>]. The other 2 studies (1 conducted in a school setting [<xref ref-type="bibr" rid="ref39">39</xref>] and the other in a primary care setting [<xref ref-type="bibr" rid="ref14">14</xref>]) did not provide details regarding obtaining consent.</p>
        </sec>
        <sec>
          <title>Potential Risks</title>
          <p>Although most participants showed improved outcomes, interventions in 3 studies had unexpected adverse effects on some participants, particularly those with psychological issues (ie, increased levels of anxiety [<xref ref-type="bibr" rid="ref14">14</xref>] or depression [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]). In addition, various psychological concerns (eg, loneliness, anger, distress, and shame) were reported by participants with no serious adverse events in 1 study [<xref ref-type="bibr" rid="ref12">12</xref>]. A suicide attempt was found in 1 web-based intervention targeting children and young people with social anxiety disorder [<xref ref-type="bibr" rid="ref28">28</xref>]. Both psychological (eg, frustration, emotional reaction, and aggression) and physical (eg, headache, dizziness, and nausea) concerns have been reported in the app-based intervention for attention-deficit/hyperactivity disorder [<xref ref-type="bibr" rid="ref34">34</xref>]. Furthermore, an adverse reaction was reported in the intervention using wearable glass devices for children with autism spectrum disorder [<xref ref-type="bibr" rid="ref10">10</xref>]. Another study reported few side effects using the Side Effects Rating Scale [<xref ref-type="bibr" rid="ref35">35</xref>].</p>
          <p>To protect participant data, databases were on a secure platform [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref22">22</xref>] or otherwise data were anonymized before statistical evaluation [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. Regarding data availability, deidentified data from 1 study were publicly available [<xref ref-type="bibr" rid="ref17">17</xref>], whereas deidentified data from other studies were available upon approval of the proposed use of the data [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Conversely, data from 1 study were unavailable under any circumstance owing to European data regulation restrictions by the General Data Protection Regulation [<xref ref-type="bibr" rid="ref26">26</xref>]. In 1 study, a participant dropped out of the digital intervention because they felt uncomfortable sharing the requested information [<xref ref-type="bibr" rid="ref31">31</xref>].</p>
        </sec>
        <sec>
          <title>Interpersonal Challenges</title>
          <p>Interpersonal factors, such as family attitudes and decision-making regarding digital intervention, can impact children and young people participation or clinical outcomes (<xref ref-type="table" rid="table5">Table 5</xref>). One study found that including more motivated families who self-referred to the trial may result in biased recruitment toward reliable, frequent attendees rather than participants with multiple missed appointments [<xref ref-type="bibr" rid="ref24">24</xref>]. The importance of caregiver involvement in children and young people intervention was also mentioned because the children and young people–only group did not have better access to digital resources despite the high acceptability and perceived utility of those resources [<xref ref-type="bibr" rid="ref30">30</xref>]. Another study found that barriers, such as time commitment or accessibility to clinics, influence caregiver decisions regarding children and young people participation [<xref ref-type="bibr" rid="ref35">35</xref>]. Specifically, children and young people dropped out of the intervention owing to their caregivers’ decisions regarding time and cost, skepticism, and ease of access to the intervention [<xref ref-type="bibr" rid="ref35">35</xref>]. Furthermore, when the target disease is highly associated with family history (eg, childhood obesity), the attitudes and decision-making of caregivers appear to have an extensive impact on children and young people’s engagement [<xref ref-type="bibr" rid="ref32">32</xref>].</p>
        </sec>
        <sec>
          <title>Societal Challenges</title>
          <p>Several societal factors (ethnicity, availability of digital technology, sex, clinical settings, and language) were identified as barriers to the generalization of the results (<xref ref-type="table" rid="table3">Table 3</xref>). Limitations in the recruitment of different ethnicities were described as a challenge in 4 studies, highlighting the need to conduct clinical trials with more diverse ethnic groups [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref31">31</xref>]. Moreover, the limited availability of digital technology in rural communities or situations requiring social distancing was listed as a challenge in 5 studies [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref40">40</xref>]. In addition, sex differences in internet use patterns and preferences were noted in 2 studies as factors to consider when conducting digital interventions [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]. Specifically, boys are more likely than girls to use physical centers rather than web-based centers, requiring higher self-motivation [<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>]. Specific clinical settings (those that enable access to in-person cognitive behavioral therapy) were also considered regarding the generalizability of the outcome or intervention implementation [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. Finally, language barriers were considered a societal challenge in implementing digital interventions, as demonstrated in a study in which non-English speakers were excluded from research [<xref ref-type="bibr" rid="ref22">22</xref>].</p>
        </sec>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Overview</title>
        <p>Our findings support the growing interest in digital mental health as a field of digital health research. The mental health of children and young people was targeted for digital interventions 3 times more frequently than physical health. In addition, a substantial number of digital interventions directly targeted children and young people. Digital health approaches are expected to provide major benefits to children and young people [<xref ref-type="bibr" rid="ref44">44</xref>]. However, as children and young people are particularly susceptible to manipulation, targeted digital interventions require a careful risk-benefit analysis based on ethics, regulatory frameworks, monitoring mechanisms, and clinical decision-making.</p>
      </sec>
      <sec>
        <title>Descriptive Characteristics</title>
        <p>We found that digital interventions for children and young people are more likely to be delivered via computers than via smartphones. This may be explained by the expansion in smartphone ownership by age; in 2019, more than half of all children and young people aged ≥11 years owned smartphones, whereas less than half of all children and young people aged ≤10 years owned smartphones [<xref ref-type="bibr" rid="ref45">45</xref>]. On the basis of this expansion, the age of the target user is an essential factor to consider when developing digital interventions.</p>
        <p>The duration of digital interventions for children and young people was more likely to vary depending on the target user rather than the target disease. The average duration of digital interventions targeting caregivers was more than twice that of the digital interventions targeting children and young people. Furthermore, the duration of digital interventions targeting children and young people showed the highest variability (from a single session to 24 weeks). The developmental level of children and young people may influence the duration of digital interventions [<xref ref-type="bibr" rid="ref3">3</xref>]. Therefore, before implementing digital interventions for children and young people, their communication capabilities based on developmental stage must be considered.</p>
        <p>In our study, the digital intervention components primarily consisted of guidance and RM. This finding supports the importance of providing children and young people with health education guidance, which can lead to positive well-being, academic success, and healthy adult outcomes [<xref ref-type="bibr" rid="ref46">46</xref>]. In addition, as engagement in the intervention significantly impacts clinical outcomes [<xref ref-type="bibr" rid="ref47">47</xref>], RM may be an essential component of digital interventions. Surprisingly, RS was the least used component in children and young people digital interventions. RS may lead to addictive behaviors when misused, similar to smartphones or computer games [<xref ref-type="bibr" rid="ref48">48</xref>]. Thus, when selecting intervention components for susceptible populations such as children and young people, it is critical to define the component and how it will be applied in the digital intervention.</p>
      </sec>
      <sec>
        <title>Ethical Aspects</title>
        <p>Most digital interventions required double consent procedures (children and young people and their caregivers) for real-world implementation. This process is frequently used to protect socially susceptible populations during health interventions. However, under certain circumstances, waiving consent from children and young people or their caregivers may be acceptable, depending on the age and characteristics of the children and young people. In the United States, if children and young people are &#60;7 years, it is possible to waive their consent (as opposed to legal consent) and obtain consent only from their caregivers [<xref ref-type="bibr" rid="ref49">49</xref>]. In the United Kingdom, children and young people aged &#60;16 years mandate double consent procedures unless they prove maturity based on the Gillick ruling [<xref ref-type="bibr" rid="ref50">50</xref>]. Although there is no universal consensus on when children should be considered capable of making medical decisions, the possibility that altered decision-making patterns may occur with the onset of adolescence, which occurs at approximately 12 years of age, should be considered [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
        <p>On the basis of our results, consent waivers to caregivers may occasionally be permitted depending on the characteristics of the children and young people. For example, lesbian, gay, bisexual, transgender, queer children and young people are more likely than their peers to encounter stigma in health care settings and rejection from their caregivers [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref51">51</xref>]. This may cause them to be separated and isolated in health care settings, resulting in health disparities. Therefore, logistical barriers may need to be lowered for specific children and young people populations when deploying digital interventions.</p>
        <p>On the basis of our findings, 2 types of potential risks are associated with digital interventions for children and young people: adverse events [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref35">35</xref>] and data privacy [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref26">26</xref>-<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>]. Generally, monitoring and responding to adverse events ensures safety while also advancing our understanding of how users interact with digital interventions. Therefore, it is critical for developers to proactively detect potential safety issues and for regulators to record and process adverse events. For example, the US Food and Drug Administration enforces MedWatch, a web-based reporting system that allows users and health professionals to voluntarily disclose adverse events that occur while using a Food and Drug Administration–regulated product [<xref ref-type="bibr" rid="ref52">52</xref>]. Currently, the primary risks of digital interventions are privacy, confidentiality, and security of user data and information. Privacy vulnerabilities include unauthorized third-party access to confidential patient-related information, cybercrimes, and accidental data leakage, which could render digital interventions less acceptable to children and young people [<xref ref-type="bibr" rid="ref31">31</xref>]. To ensure data security and information privacy, digital interventions for children and young people should use a secure platform with deidentified data under different sharable conditions [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref26">26</xref>-<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref34">34</xref>,<xref ref-type="bibr" rid="ref37">37</xref>].</p>
      </sec>
      <sec>
        <title>Interpersonal Aspects</title>
        <p>Regarding the engagement and clinical effectiveness of digital interventions for children and young people, the involvement of their families and caregivers must be considered. The level of engagement of children and young people in digital interventions and clinical trials is frequently influenced by the preferences or barriers of their caregivers [<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref35">35</xref>]. This might be more prevalent when the target disease has a strong family history [<xref ref-type="bibr" rid="ref32">32</xref>]. This correlates with a recent systematic review that highlighted caregiver involvement as a critical component in treatments and studies of children and young people [<xref ref-type="bibr" rid="ref53">53</xref>]. Although digital interventions are often likely to increase children and young people’s autonomy and empowerment in their treatment [<xref ref-type="bibr" rid="ref30">30</xref>], children and young people are susceptible populations that may rely on the decisions of their caregivers, which may differ based on race and ethnicity, sex, or other social determinants of health.</p>
      </sec>
      <sec>
        <title>Societal Aspects</title>
        <p>Our findings reveal several societal issues that must be considered when developing and deploying digital interventions for children and young people, including their diversity and accessibility. The diversity of populations and settings in clinical trials is closely linked to the generalizability of outcomes. Although this is a critical point for scalability and implementation of digital interventions, most studies had a limited ethnicity or sex distribution in their recruitment [<xref ref-type="bibr" rid="ref11">11</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>,<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref31">31</xref>] and settings [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref26">26</xref>]. To overcome these barriers, clinical trials should be conducted iteratively based on the <italic>DTx Real World Evidence Framework</italic> [<xref ref-type="bibr" rid="ref54">54</xref>]<italic>,</italic> highlighting partnership development as a co-design process and using diverse research methods. Similarly, when implementing interventions, language differences should be considered [<xref ref-type="bibr" rid="ref22">22</xref>].</p>
        <p>Although ease of access is one of the primary benefits of digital interventions, considerable structural barriers exist, such as socioeconomic inequality; this is called the <italic>digital divide</italic>. Many studies report that accessing digital interventions in rural areas is difficult, making it problematic for children and young people to undertake relevant interventions [<xref ref-type="bibr" rid="ref9">9</xref>,<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref29">29</xref>,<xref ref-type="bibr" rid="ref40">40</xref>]. With adequate access, overcoming issues with digital literacy and facing severe disadvantages of novel health care solutions may be easier. To address these issues, policy makers may partner with educational institutions to integrate these technologies into the school setting. School-based health practice has the potential to address unmet children and young people health needs by increasing access to advanced health care for disadvantaged and marginalized populations.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>This study had several limitations. First, some studies on digital interventions for children and young people may have been omitted, despite our detailed methodology. However, by combining the keywords used to search the 5 databases, we retrieved additional studies from Google Scholar that were absent from these databases. Second, no quality assessment of the included papers was performed, given the scope of this study. This should be considered in future research to provide an understanding of the quality of current research. Finally, only articles written in English were included in this study.</p>
      </sec>
      <sec>
        <title>Recommendations for Future Research</title>
        <p>Researchers may consider involving caregivers in future research on digital intervention for children and young people, which may influence the engagement of children and young people in interventions as well as the prognosis of a disease that affects children and young people. Researchers may also consider setting up an appropriate follow-up safety plan with children and young people and their caregivers after they have left or completed the research with digital interventions as their responsibility to manage safety and deal with any emergencies for children and young people does not end when the research is completed. More research is needed to establish the standard of appropriate secure platform and data-sharing conditions when implementing digital intervention for children and young people by carefully examining and understanding the theory and features of digital interventions that researchers are going to conduct. In addition, future studies may include a clear breakdown of the development and implementation efforts of digital interventions for children and young people because these details are necessary for assessing their effectiveness and accessibility, which will be very useful to other researchers.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>We identified potential challenges based on the distinctive features of children and young people and digital-based interventions published in peer-reviewed journals. We provided suggestions regarding ethical, interpersonal, and societal aspects to consider when developing and deploying such interventions for children and young people (<xref rid="figure3" ref-type="fig">Figure 3</xref>). To advance work in this dynamic area, we recommend thoroughly understanding the characteristics of children and young people at every developmental stage and considering their caregivers throughout the intervention period. To produce rigorous real-world evidence, a rigorous partnership for a co-design process that meaningfully involves children and young people and their caregivers in designing and implementing digital health interventions is recommended.</p>
        <fig id="figure3" position="float">
          <label>Figure 3</label>
          <caption>
            <p>An overview of potential challenges and suggestions for digital-based interventions for children and young people. LGBTQ+: lesbian, gay, bisexual, transgender, queer.</p>
          </caption>
          <graphic xlink:href="jmir_v25i1e45465_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>PRISMA-ScR (Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews) checklist.</p>
        <media xlink:href="jmir_v25i1e45465_app1.docx" xlink:title="DOCX File , 26 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Search strategy for study selection.</p>
        <media xlink:href="jmir_v25i1e45465_app2.docx" xlink:title="DOCX File , 19 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Inclusion and exclusion criteria.</p>
        <media xlink:href="jmir_v25i1e45465_app3.docx" xlink:title="DOCX File , 17 KB"/>
      </supplementary-material>
      <supplementary-material id="app4">
        <label>Multimedia Appendix 4</label>
        <p>Components of digital interventions for children and young people or caregivers.</p>
        <media xlink:href="jmir_v25i1e45465_app4.docx" xlink:title="DOCX File , 40 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">DTx</term>
          <def>
            <p>digital therapeutics</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">PRISMA-ScR</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses extension for Scoping Reviews</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">RM</term>
          <def>
            <p>reminder and monitoring</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">RS</term>
          <def>
            <p>reward system</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">SF</term>
          <def>
            <p>supportive feedback</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This study was supported by Bio Industrial Technology Development Project (Grant 20017960; Project name: Development of an online platform for digital therapeutics full-cycle clinical trial support using metaverse technology) funded by Ministry of Trade, Industry, and Energy (Republic of Korea).</p>
      <p>The funder had no role in the design and conduct of the study; collection, management, analysis, and interpretation of the data; preparation, review, or approval of the manuscript; and decision to submit the manuscript for publication.</p>
    </ack>
    <fn-group>
      <fn fn-type="con">
        <p>JY and JS contributed equally to this work. All authors had full access to the study’s complete data and assumed responsibility for the integrity and accuracy of the data. MK, JY, and JS conceptualized the review approach and developed the review design. MK, JY, and HL performed acquisition, analysis, or interpretation of data and drafted manuscript. MK, JY, and JS performed critical revision of the manuscript for important intellectual content. JS, DK, and IC made administrative, technical, or material support. MK supervised the total process.</p>
      </fn>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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