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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">v24i2e30457</article-id>
      <article-id pub-id-type="pmid">35107431</article-id>
      <article-id pub-id-type="doi">10.2196/30457</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>Effectiveness of eHealth and mHealth Interventions Supporting Children and Young People Living With Juvenile Idiopathic Arthritis: Systematic Review and Meta-analysis</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Kukafka</surname>
            <given-names>Rita</given-names>
          </name>
        </contrib>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Bajpai</surname>
            <given-names>Ram</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Sadeghi-Demneh</surname>
            <given-names>Ebrahim</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Ghezelbash</surname>
            <given-names>Fatemeh</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Shoop-Worrall</surname>
            <given-names>Stephanie</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>McDonagh</surname>
            <given-names>Janet</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes" equal-contrib="yes">
          <name name-style="western">
            <surname>Butler</surname>
            <given-names>Sonia</given-names>
          </name>
          <degrees>BN (Hons), GradCertTertiaryEd, MEd</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>School of Bioscience and Pharmacy</institution>
            <institution>College of Health, Medicine and Wellbeing</institution>
            <institution>University of Newcastle</institution>
            <addr-line>10 Chittaway Rd</addr-line>
            <addr-line>Ourimbah, 2258</addr-line>
            <country>Australia</country>
            <phone>61 421945914</phone>
            <email>sonia.butler@newcastle.edu.au</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-5492-7966</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Sculley</surname>
            <given-names>Dean</given-names>
          </name>
          <degrees>BSc (Hons), MSc, PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3972-8309</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Santos</surname>
            <given-names>Derek</given-names>
          </name>
          <degrees>BSc (Hons), MSc, PhD</degrees>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-9936-715X</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Fellas</surname>
            <given-names>Antoni</given-names>
          </name>
          <degrees>BHSc (Hons), PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-1557-6232</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Gironès</surname>
            <given-names>Xavier</given-names>
          </name>
          <degrees>BSc (Hons), PhD</degrees>
          <xref rid="aff4" ref-type="aff">4</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2329-5927</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Singh-Grewal</surname>
            <given-names>Davinder</given-names>
          </name>
          <degrees>MBBS, MMedSci, PhD, FRACP</degrees>
          <xref rid="aff5" ref-type="aff">5</xref>
          <xref rid="aff6" ref-type="aff">6</xref>
          <xref rid="aff7" ref-type="aff">7</xref>
          <xref rid="aff8" ref-type="aff">8</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-7306-3713</ext-link>
        </contrib>
        <contrib id="contrib7" contrib-type="author" equal-contrib="yes">
          <name name-style="western">
            <surname>Coda</surname>
            <given-names>Andrea</given-names>
          </name>
          <degrees>BSc (Hons), PhD</degrees>
          <xref rid="aff3" ref-type="aff">3</xref>
          <xref rid="aff9" ref-type="aff">9</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-0427-6672</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>School of Bioscience and Pharmacy</institution>
        <institution>College of Health, Medicine and Wellbeing</institution>
        <institution>University of Newcastle</institution>
        <addr-line>Ourimbah</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>School of Health Sciences</institution>
        <institution>Queen Margaret University</institution>
        <addr-line>Edinburgh</addr-line>
        <country>United Kingdom</country>
      </aff>
      <aff id="aff3">
        <label>3</label>
        <institution>School of Health Sciences</institution>
        <institution>College of Health, Medicine and Wellbeing</institution>
        <institution>University of Newcastle</institution>
        <addr-line>Callaghan</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff4">
        <label>4</label>
        <institution>University of Vic-Central University of Catalonia</institution>
        <addr-line>Manresa</addr-line>
        <country>Spain</country>
      </aff>
      <aff id="aff5">
        <label>5</label>
        <institution>Department of Rheumatology</institution>
        <institution>Sydney Children's Hospitals Network, Randwick and Westmead</institution>
        <addr-line>Sydney</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff6">
        <label>6</label>
        <institution>Department of Rheumatology</institution>
        <institution>John Hunter Children’s Hospital</institution>
        <addr-line>Newcastle</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff7">
        <label>7</label>
        <institution>School of Women’s and Children’s Health</institution>
        <institution>University of New South Wales</institution>
        <addr-line>Sydney</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff8">
        <label>8</label>
        <institution>Discipline of Child and Adolescent Health</institution>
        <institution>University of Sydney</institution>
        <addr-line>Sydney</addr-line>
        <country>Australia</country>
      </aff>
      <aff id="aff9">
        <label>9</label>
        <institution>Priority Research Centre Health Behaviour</institution>
        <institution>Hunter Medical Research Institute</institution>
        <addr-line>Newcastle</addr-line>
        <country>Australia</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Sonia Butler <email>sonia.butler@newcastle.edu.au</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <month>2</month>
        <year>2022</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>2</day>
        <month>2</month>
        <year>2022</year>
      </pub-date>
      <volume>24</volume>
      <issue>2</issue>
      <elocation-id>e30457</elocation-id>
      <history>
        <date date-type="received">
          <day>22</day>
          <month>5</month>
          <year>2021</year>
        </date>
        <date date-type="rev-request">
          <day>30</day>
          <month>6</month>
          <year>2021</year>
        </date>
        <date date-type="rev-recd">
          <day>10</day>
          <month>9</month>
          <year>2021</year>
        </date>
        <date date-type="accepted">
          <day>8</day>
          <month>11</month>
          <year>2021</year>
        </date>
      </history>
      <copyright-statement>©Sonia Butler, Dean Sculley, Derek Santos, Antoni Fellas, Xavier Gironès, Davinder Singh-Grewal, Andrea Coda. Originally published in the Journal of Medical Internet Research (https://www.jmir.org), 02.02.2022.</copyright-statement>
      <copyright-year>2022</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/2022/2/e30457" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Juvenile idiopathic arthritis (JIA) management aims to promote remission through timely, individualized, well-coordinated interdisciplinary care using a range of pharmacological, physical, psychological, and educational interventions. However, achieving this goal is workforce-intensive. Harnessing the burgeoning eHealth and mobile health (mHealth) interventions could be a resource-efficient way of supplementing JIA management.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This systematic review aims to identify the eHealth and mHealth interventions that have been proven to be effective in supporting health outcomes for children and young people (aged 1-18 years) living with JIA.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>We systematically searched 15 databases (2018-2021). Studies were eligible if they considered children and young people (aged 1-18 years) diagnosed with JIA, an eHealth or mHealth intervention, any comparator, and health outcomes related to the used interventions. Independently, 2 reviewers screened the studies for inclusion and appraised the study quality using the Downs and Black (modified) checklist. Study outcomes were summarized using a narrative, descriptive method and, where possible, combined for a meta-analysis using a random-effects model.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Of the 301 studies identified in the search strategy, 15 (5%) fair-to-good–quality studies met the inclusion criteria, which identified 10 interventions for JIA (age 4-18.6 years). Of these 10 interventions, 5 (50%) supported symptom monitoring by capturing real-time data using health applications, electronic diaries, or web-based portals to monitor pain or health-related quality of life (HRQoL). Within individual studies, a preference was demonstrated for real-time pain monitoring over recall pain assessments because of a peak-end effect, improved time efficiency (<italic>P</italic>=.002), and meeting children’s and young people’s HRQoL needs (<italic>P</italic>&#60;.001) during pediatric rheumatology consultations. Furthermore, 20% (2/10) of interventions supported physical activity promotion using a web-based program or a wearable activity tracker. The web-based program exhibited a moderate effect, which increased endurance time, physical activity levels, and moderate to vigorous physical activity (standardized mean difference [SMD] 0.60, SD 0.02-1.18; <italic>I</italic><sup>2</sup>=79%; <italic>P</italic>=.04). The final 30% (3/10) of interventions supported self-management development through web-based programs, or apps, facilitating a small effect, reducing pain intensity (SMD −0.14, 95% CI −0.43 to 0.15; <italic>I</italic><sup>2</sup>=53%; <italic>P</italic>=.33), and increasing disease knowledge and self-efficacy (SMD 0.30, 95% CI 0.03-0.56; <italic>I</italic><sup>2</sup>=74%; <italic>P</italic>=.03). These results were not statistically significant. No effect was seen regarding pain interference, HRQoL, anxiety, depression, pain coping, disease activity, functional ability, or treatment adherence.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>Evidence that supports the inclusion of eHealth and mHealth interventions in JIA management is increasing. However, this evidence needs to be considered cautiously because of the small sample size, wide CIs, and moderate to high statistical heterogeneity. More rigorous research is needed on the longitudinal effects of real-time monitoring, web-based pediatric rheumatologist–children and young people interactions, the comparison among different self-management programs, and the use of wearable technologies as an objective measurement for monitoring physical activity before any recommendations that inform current practice can be given.</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>eHealth</kwd>
        <kwd>mobile health</kwd>
        <kwd>mHealth</kwd>
        <kwd>juvenile idiopathic arthritis</kwd>
        <kwd>pediatric</kwd>
        <kwd>effectiveness</kwd>
        <kwd>pain</kwd>
        <kwd>physical activity</kwd>
        <kwd>health-related quality of life</kwd>
        <kwd>self-management</kwd>
        <kwd>education</kwd>
        <kwd>mobile phone</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>Juvenile idiopathic arthritis (JIA) is the most common rheumatic disease in pediatric populations [<xref ref-type="bibr" rid="ref1">1</xref>]. Early diagnosis and active treatment are essential for maintaining physical function and psychological well-being. The treatments aim to control the disease, promote clinical remission, and prevent long-term disability [<xref ref-type="bibr" rid="ref2">2</xref>-<xref ref-type="bibr" rid="ref5">5</xref>]. However, to achieve these goals, the management of JIA should be multifactorial [<xref ref-type="bibr" rid="ref6">6</xref>]. Pediatric-specific issues need tending, such as the use of antirheumatic medications in children and young people, growth retardation, pain and coping, school attendance, psychosocial functioning, dealing with parents, and, in the adolescent years, preparing for the transition to adult care [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref8">8</xref>]. For good reason, children and young people need to be closely monitored and supported by specialized rheumatology centers that provide interdisciplinary care using a range of pharmacological, physical, psychological, and educational interventions [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref12">12</xref>]. However, several barriers have been identified that hinder this current model of support, delaying the delivery of timely, individualized, and well-coordinated care.</p>
        <p>There is an inadequate number of experienced pediatric rheumatologists (PRs) to meet demand and oversee care [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref18">18</xref>]. This has resulted in long waiting lists, the centralization of services into tertiary children’s hospitals, and the need for many children and young people to travel long distances to access pediatric rheumatology centers [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref18">18</xref>] or care being delivered by a primary health care provider with no pediatric rheumatology training [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref14">14</xref>,<xref ref-type="bibr" rid="ref18">18</xref>-<xref ref-type="bibr" rid="ref20">20</xref>]. The World Forum on Rheumatic and Musculoskeletal Diseases clearly states that poor access to health care services can significantly impede diagnosis, appropriate treatment, and health outcomes [<xref ref-type="bibr" rid="ref14">14</xref>], highlighting the need to overcome these barriers in the delivery of JIA management.</p>
        <p>In addition, to achieve optimal health outcomes, children and young people need to adhere to their prescribed treatment plan [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref22">22</xref>], and parents need to support treatment recommendations [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]. However, suboptimal rates of adherence are commonly reported [<xref ref-type="bibr" rid="ref22">22</xref>-<xref ref-type="bibr" rid="ref24">24</xref>]. For example, a literature review of children and young people with chronic rheumatoid disease reported medication adherence rates as low as 38% and physical activity adherence rates of 40%, particularly during adolescence [<xref ref-type="bibr" rid="ref22">22</xref>]. The primary reasons included the complexities of chronic disease management and medication schedules, time-consuming nonpharmacological treatments, lack of disease knowledge, and low satisfaction with the health care team [<xref ref-type="bibr" rid="ref22">22</xref>]. These reasons are not surprising, as a recent systematic review identified 70 studies in which health information was inappropriately tailored to children and young people and their parents’ level of health literacy, increasing their concerns and uncertainties about their condition, treatment options, and shared care decisions [<xref ref-type="bibr" rid="ref25">25</xref>].</p>
        <p>For JIA specifically, further reasons for nonadherence vary across treatment modalities [<xref ref-type="bibr" rid="ref24">24</xref>] as follows: for oral medications, forgetfulness, taste, and long-term side-effects; for parenteral medications (injectables and infusions), pain and side-effects; and for physical and occupational therapy, forgetfulness, pain, and therapy not being considered necessary [<xref ref-type="bibr" rid="ref24">24</xref>]. Fortunately, all these reasons are modifiable.</p>
        <p>To uphold the expectations of rheumatology care, children and young people should be empowered to take an active role in their disease management by being provided opportunities to improve their health literacy and develop good self-management skills [<xref ref-type="bibr" rid="ref2">2</xref>,<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref25">25</xref>], particularly when considering the long-term benefits these skills will have across their life span. The development of self-management skills is also important as parents only hold a surrogate role in children’s and young people’s health care decisions; therefore, children and young people need to be prepared for their transition from pediatric to adult health care services [<xref ref-type="bibr" rid="ref26">26</xref>].</p>
        <p>A resource-efficient way of supplementing JIA management and the development of self-management skills could be to harness the burgeoning eHealth and mobile health (mHealth) interventions [<xref ref-type="bibr" rid="ref27">27</xref>]. eHealth is described by the World Health Organization as an activity that delivers health-related information, resources, and services through electronic technology and the internet [<xref ref-type="bibr" rid="ref28">28</xref>]. mHealth is described as a subbranch of eHealth [<xref ref-type="bibr" rid="ref28">28</xref>] that uses wireless technology to rapidly uptake, process, and communicate information to support health system efficiency and patient outcomes [<xref ref-type="bibr" rid="ref29">29</xref>].</p>
        <p>The number of studies exploring the potential of eHealth and mHealth interventions for chronic disease management is rapidly increasing. However, most are still at an early stage of development and are limited in their scientific rigor [<xref ref-type="bibr" rid="ref30">30</xref>-<xref ref-type="bibr" rid="ref35">35</xref>]; most have been conducted with adults rather than children and young people [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref35">35</xref>], which is interesting, considering that children and young people are experienced users of this form of technology and more likely to use a digital intervention or health app [<xref ref-type="bibr" rid="ref36">36</xref>-<xref ref-type="bibr" rid="ref38">38</xref>]. In fact, a recent systematic review identified that children and young people use the internet for at least 1 to 4 hours a day (9438/10,974, 86%) [<xref ref-type="bibr" rid="ref37">37</xref>] and some type of app every day (719/719, 100%) [<xref ref-type="bibr" rid="ref39">39</xref>]. Higher rates of use have also been reported for children and young people living with JIA who are at risk of poor psychosocial functioning compared with their peers (&#62;1 hour a day) [<xref ref-type="bibr" rid="ref36">36</xref>].</p>
        <p>However, concerns have been raised about how children and young people use the internet [<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref40">40</xref>]. Studies have established that children and young people have poor internet-searching skills, tend to use a 1-word search strategy, briefly skim through search-engine result pages [<xref ref-type="bibr" rid="ref40">40</xref>], and lack the ability to appraise quality [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref36">36</xref>]. This limits their capacity to find high-quality, personally relevant health information and potentially exposes them to incorrect material [<xref ref-type="bibr" rid="ref36">36</xref>] or results in them turning to apps and platforms not specifically developed as health resources such as YouTube, Tumblr, and Instagram [<xref ref-type="bibr" rid="ref41">41</xref>].</p>
        <p>Johnson et al [<xref ref-type="bibr" rid="ref36">36</xref>] believe that for pediatric services to better support the needs of children and young people living with chronic illness, they need to be provided with accessible, developmentally appropriate, and high-quality health-related information. Children and young people with JIA (n=134) agreed, particularly those with low health-related quality of life (HRQoL), expressing an interest in being provided with supportive internet-based interventions [<xref ref-type="bibr" rid="ref36">36</xref>]. In addition, children and young people participating in feasibility and usability studies and reporting on the delivery of health messages [<xref ref-type="bibr" rid="ref42">42</xref>], exercise programs [<xref ref-type="bibr" rid="ref43">43</xref>], symptom monitoring [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref45">45</xref>], and disease management [<xref ref-type="bibr" rid="ref35">35</xref>,<xref ref-type="bibr" rid="ref36">36</xref>,<xref ref-type="bibr" rid="ref44">44</xref>] have also reported high levels of acceptability [<xref ref-type="bibr" rid="ref42">42</xref>-<xref ref-type="bibr" rid="ref44">44</xref>], usefulness [<xref ref-type="bibr" rid="ref35">35</xref>], and satisfaction [<xref ref-type="bibr" rid="ref43">43</xref>] when using these interventions. However, personal, technical, and device-related barriers have also been identified, which hinder their use [<xref ref-type="bibr" rid="ref46">46</xref>]. Understandably, before a health care professional can prescribe a digital intervention, it has been suggested that they need at least 3 published papers demonstrating the intervention’s effectiveness [<xref ref-type="bibr" rid="ref47">47</xref>] to see whether the intervention works in a real-world setting [<xref ref-type="bibr" rid="ref48">48</xref>].</p>
      </sec>
      <sec>
        <title>Definition of Children and Young People</title>
        <p>Internationally, pediatric services cater to children aged 0 to 12 years [<xref ref-type="bibr" rid="ref49">49</xref>], and adolescents up to the age of 18 years (mean 18.7, SD 2.6 years), before they are transferred to adult services [<xref ref-type="bibr" rid="ref50">50</xref>]. In this review, we use the term “children and young people” to broadly include all individuals in the age range of 1 to 18 years. We exclude neonates and infants (&#60;1 year) [<xref ref-type="bibr" rid="ref51">51</xref>].</p>
      </sec>
      <sec>
        <title>Aim and Rationale</title>
        <p>This systematic review aims to identify what eHealth and mHealth interventions have proven to be effective in supporting health outcomes for children and young people (aged 1-18 years) living with JIA. We anticipate that this review may aid the clinical use of eHealth and mHealth interventions and their integration in arthritis management.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Overview</title>
        <p>This systematic review complies with the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) guidelines [<xref ref-type="bibr" rid="ref52">52</xref>]. Before commencement of this review, a protocol for this review was registered on PROSPERO (CRD42018108985) [<xref ref-type="bibr" rid="ref53">53</xref>]. Protocol questions 1, 2, and 4 were presented in a previous study [<xref ref-type="bibr" rid="ref46">46</xref>], whereas question 3 is presented in this review [<xref ref-type="bibr" rid="ref53">53</xref>]:</p>
        <list list-type="order">
          <list-item>
            <p>What types of eHealth and mHealth interventions have been used to investigate the health care of children and young people diagnosed with JIA?</p>
          </list-item>
          <list-item>
            <p>What is the usability of eHealth and mHealth interventions for children and young people diagnosed with JIA?</p>
          </list-item>
          <list-item>
            <p>What eHealth and mHealth interventions have proven to be effective in helping children and young people diagnosed with JIA?</p>
          </list-item>
          <list-item>
            <p>Are the existing eHealth and mHealth interventions cost-effective for pediatric rheumatology?</p>
          </list-item>
        </list>
      </sec>
      <sec>
        <title>Eligibility Criteria</title>
        <sec>
          <title>Search Strategy</title>
          <p>The search terms in this review were developed by SB after initially searching the National Center for Biotechnology Information Medical Subject Heading terms (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>) [<xref ref-type="bibr" rid="ref54">54</xref>]. The search terms were adapted to suit 15 health databases with the aim of gaining a broad range of interdisciplinary literature. These databases included MEDLINE or PubMed, Cochrane Library, Joanna Briggs Institute, AMED, CINAHL complete, Embase, JAMA, Informit Health, ProQuest database, PsycINFO, IEEE Xplore, SAGE Publishing, ScienceDirect, Scopus, and Web of Science. The search was conducted in October 2018 and July 2021 and was not restricted by language or year of publication to ensure the inclusion of all relevant studies. Further studies were retrieved from Google Scholar and JMIR and by hand searching reference lists.</p>
          <p>Studies retrieved by the search strategy were exported to the web-based platform Covidence [<xref ref-type="bibr" rid="ref55">55</xref>]. This allowed 2 authors (SB and AC) to independently review titles and abstracts—and then the full-text versions—against the inclusion and exclusion criteria via individual log-ins (<xref ref-type="supplementary-material" rid="app2">Multimedia Appendix 2</xref>). The authorship and results of the studies were not masked. Any disagreements that arose were resolved through discussions between SB and AC.</p>
        </sec>
        <sec>
          <title>Risk of Bias</title>
          <p>The Downs and Black [<xref ref-type="bibr" rid="ref56">56</xref>] (modified) checklist for randomized and nonrandomized studies was used to appraise study quality [<xref ref-type="bibr" rid="ref57">57</xref>]. Independently, 2 authors (SB and AF) rated 5 main assessment areas—the reporting, external validity, internal validity based on bias, internal validity based on cofounding and selection bias, and power—to provide an overall score out of 28. A score of 24 to 28 was graded excellent, 19 to 23 was graded good, 14 to 18 was graded fair, and &#60;14 was graded poor [<xref ref-type="bibr" rid="ref57">57</xref>]. Any disagreements between SB and AF in these ratings were resolved through discussion and re-examination of the study.</p>
        </sec>
        <sec>
          <title>Summary Measures and Synthesis</title>
          <p>To assist with data collection, a data spreadsheet was developed using Microsoft Excel to organize the data. Data collection included study characteristics, population, eHealth and mHealth interventions, outcome measurements, and study findings. Data collection was completed by 1 author (SB) and checked by all authors. A narrative synthesis method was used for methodological heterogeneity to identify and present common statistical descriptions [<xref ref-type="bibr" rid="ref58">58</xref>]. All results were interpreted within the context of each study against the total number of studies and the considered risk of bias.</p>
          <p>Where possible, data outcomes from similar studies were pooled, and a meta-analysis was performed to allow the comparison of an intervention group (IG) with a control group (CG). Baseline (time point 1) and end-of-study scores (time point 2) were entered into Review Manager software (RevMan version 5.4) to determine standardized mean differences (SMDs) and 95% CIs [<xref ref-type="bibr" rid="ref59">59</xref>]. Forest plots were established using continuous data and a random-effects model because of the anticipated effect of clinical heterogeneity and to provide a summary of the distribution of effect [<xref ref-type="bibr" rid="ref60">60</xref>]. A subanalysis was also conducted to reduce statistical heterogeneity. For the studies examining the same intervention and same fixed parameter, continuous data and a random-effects model were used to consider the common effect of the intervention [<xref ref-type="bibr" rid="ref61">61</xref>].</p>
          <p>Finally, conclusions were drawn by visually inspecting forest plots and interpreting SMDs using the Hedge (adjusted) g. An effect size of 0.2 was considered small, 0.5 was considered medium, and 0.8 was considered large [<xref ref-type="bibr" rid="ref62">62</xref>]. The presence of heterogeneity was also considered using <italic>I</italic><sup>2</sup>(<italic>I</italic><sup>2</sup>=100%×Q [chi-square]−df). A variation of 25% was reported as low, 50% was reported as moderate, and 75% was reported as high [<xref ref-type="bibr" rid="ref63">63</xref>]. A <italic>P</italic> value of &#60;.05 was considered statistically significant [<xref ref-type="bibr" rid="ref64">64</xref>].</p>
        </sec>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <sec>
        <title>Study Selection</title>
        <p>The database search retrieved 301 studies. Of the 301 studies, 90 (29.9%) were duplicates; 145 (48.2%) did not meet the inclusion criteria based on their title or abstract; and 51 (16.9%) were excluded in the full-text screening because of study design, population, age range, outcomes, or the inability to gain the full text (eg, abstract only, conference presentations, and posters). Approximately 5% (15/301) of studies met the inclusion criteria to be introduced into this review (<xref rid="figure1" ref-type="fig">Figure 1</xref>) [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. Of the 15 studies, only 1 (7%) was retrieved in a language other than English (Dutch), and an English version of the same study was attained through ResearchGate [<xref ref-type="bibr" rid="ref72">72</xref>].</p>
        <fig id="figure1" position="float">
          <label>Figure 1</label>
          <caption>
            <p>Summary of the study selection process using the PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses) flow diagram.</p>
          </caption>
          <graphic xlink:href="jmir_v24i2e30457_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
        </fig>
      </sec>
      <sec>
        <title>Study Characteristics</title>
        <sec>
          <title>Overview</title>
          <p>The 15 studies included in this review were conducted in four countries: Canada [<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>-<xref ref-type="bibr" rid="ref79">79</xref>], the Netherlands [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref72">72</xref>], the United States [<xref ref-type="bibr" rid="ref66">66</xref>], and the United Kingdom [<xref ref-type="bibr" rid="ref71">71</xref>]. These studies were published between 2008 and 2021 (<xref ref-type="table" rid="table1">Table 1</xref>) [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>].</p>
          <table-wrap position="float" id="table1">
            <label>Table 1</label>
            <caption>
              <p>Characteristics of the 15 studies showing population, intervention, control, outcomes, and study design.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="140"/>
              <col width="130"/>
              <col width="180"/>
              <col width="90"/>
              <col width="200"/>
              <col width="170"/>
              <col width="90"/>
              <thead>
                <tr valign="top">
                  <td>First author and country</td>
                  <td>Population (N) and age range or mean (SD; years)</td>
                  <td>Intervention</td>
                  <td>Control (n)</td>
                  <td>Outcomes</td>
                  <td>Study design</td>
                  <td>Dropout (n)</td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td>Armbrust et al [<xref ref-type="bibr" rid="ref65">65</xref>], the Netherlands</td>
                  <td>49; 8.7-10.8</td>
                  <td>Rheumates@Work</td>
                  <td>21<sup>a</sup></td>
                  <td>Physical activity (effectiveness)</td>
                  <td>Multicenter observer blinded RCT<sup>b</sup></td>
                  <td>7<sup>c</sup></td>
                </tr>
                <tr valign="top">
                  <td>Connelly et al [<xref ref-type="bibr" rid="ref66">66</xref>], United States</td>
                  <td>289; 12-18</td>
                  <td>Teens taking charge: managing arthritis on the web</td>
                  <td>144<sup>d</sup></td>
                  <td>Self-management (effectiveness)</td>
                  <td>2-arm parallel group RCT</td>
                  <td>24<sup>e</sup></td>
                </tr>
                <tr valign="top">
                  <td>Doeleman et al [<xref ref-type="bibr" rid="ref67">67</xref>], the Netherlands</td>
                  <td>72; 10.6-16.4</td>
                  <td>EQ-5D-Y-5L<sup>f</sup> via Ruema2Go App</td>
                  <td>N/A<sup>g</sup></td>
                  <td>HRQoL<sup>h</sup> monitoring to detect disease activity (efficacy)</td>
                  <td>Retrospective monocentric study</td>
                  <td>0<sup>i</sup></td>
                </tr>
                <tr valign="top">
                  <td>Haverman et al [<xref ref-type="bibr" rid="ref68">68</xref>], the Netherlands</td>
                  <td>176; mean 11.6 (SD 4.5)<sup>j</sup></td>
                  <td>ePROfile</td>
                  <td>67</td>
                  <td>HRQoL (effectiveness) and PR<sup>k</sup> feedback (n=3)</td>
                  <td>Sequential cohort study</td>
                  <td>—<sup>l</sup></td>
                </tr>
                <tr valign="top">
                  <td>Heale et al [<xref ref-type="bibr" rid="ref69">69</xref>], Canada</td>
                  <td>31; 12.8-18.6</td>
                  <td>Wearable accelerometer using Misfit Flash</td>
                  <td>N/A</td>
                  <td>Physical activity (feasibility)</td>
                  <td>Pre- and postintervention design</td>
                  <td>3<sup>e</sup></td>
                </tr>
                <tr valign="top">
                  <td>Lalloo et al [<xref ref-type="bibr" rid="ref70">70</xref>], Canada</td>
                  <td>60; mean 15 (SD 1.7)<sup>j</sup></td>
                  <td>iCanCope</td>
                  <td>29<sup>d</sup></td>
                  <td>Self-management (feasibility and effectiveness)</td>
                  <td>2-arm pilot parallel group RCT</td>
                  <td>12<sup>e</sup></td>
                </tr>
                <tr valign="top">
                  <td>Lee et al [<xref ref-type="bibr" rid="ref71">71</xref>], United Kingdom</td>
                  <td>14; 7-16</td>
                  <td>My Pain Tracker</td>
                  <td>1 of 4 rotating groups<sup>d</sup></td>
                  <td>Pain (effectiveness)</td>
                  <td>Randomized N-of-1 crossover trail</td>
                  <td>0</td>
                </tr>
                <tr valign="top">
                  <td>Lelieveld et al [<xref ref-type="bibr" rid="ref72">72</xref>], the Netherlands</td>
                  <td>33; 8-12</td>
                  <td>Rheumates@Work</td>
                  <td>16</td>
                  <td>Physical activity (effectiveness)</td>
                  <td>Pilot RCT</td>
                  <td>0</td>
                </tr>
                <tr valign="top">
                  <td>Stinson et al [<xref ref-type="bibr" rid="ref73">73</xref>], Canada</td>
                  <td>333; 12-18</td>
                  <td>Teens taking charge: managing arthritis on the web</td>
                  <td>169<sup>d</sup></td>
                  <td>Self-management (effectiveness)</td>
                  <td>2-arm parallel group RCT</td>
                  <td>114<sup>e</sup></td>
                </tr>
                <tr valign="top">
                  <td>Stinson et al [<xref ref-type="bibr" rid="ref74">74</xref>], Canada</td>
                  <td>39; 12-17</td>
                  <td>iPeer2Peer Program</td>
                  <td>15<sup>a</sup></td>
                  <td>Self-management (feasibility, usability, and effectiveness)</td>
                  <td>Pilot RCT</td>
                  <td>9<sup>e</sup></td>
                </tr>
                <tr valign="top">
                  <td>Stinson et al [<xref ref-type="bibr" rid="ref75">75</xref>], Canada</td>
                  <td>70<sup>c</sup>; age not available</td>
                  <td>eOuch</td>
                  <td>N/A</td>
                  <td>Pain (feasibility)</td>
                  <td>Correlational research</td>
                  <td>—</td>
                </tr>
                <tr valign="top">
                  <td>Stinson et al [<xref ref-type="bibr" rid="ref76">76</xref>], Canada</td>
                  <td>101; 4-18</td>
                  <td>SUPER-KIDZ</td>
                  <td>N/A</td>
                  <td>Pain (efficiency) and PR feedback (n=15)</td>
                  <td>Descriptive design and 2-stage Delphi technique</td>
                  <td>—<sup>m</sup></td>
                </tr>
                <tr valign="top">
                  <td>Stinson et al [<xref ref-type="bibr" rid="ref77">77</xref>], Canada</td>
                  <td>46; 12-18</td>
                  <td>Teens taking charge: managing arthritis on the web</td>
                  <td>24</td>
                  <td>Self-management (feasibility)</td>
                  <td>Pilot RCT</td>
                  <td>9<sup>c</sup></td>
                </tr>
                <tr valign="top">
                  <td>Stinson et al [<xref ref-type="bibr" rid="ref78">78</xref>], Canada</td>
                  <td>13; 9-18</td>
                  <td>eOuch</td>
                  <td>N/A</td>
                  <td>Pain (feasibility and usability)</td>
                  <td>Descriptive study</td>
                  <td>3<sup>n</sup></td>
                </tr>
                <tr valign="top">
                  <td>Stinson et al [<xref ref-type="bibr" rid="ref79">79</xref>], Canada</td>
                  <td>112; 9-17</td>
                  <td>eOuch</td>
                  <td>N/A</td>
                  <td>Pain (feasibility and usability)</td>
                  <td>Prospective descriptive study</td>
                  <td>2</td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="table1fn1">
                <p><sup>a</sup>Waitlist control.</p>
              </fn>
              <fn id="table1fn2">
                <p><sup>b</sup>RCT: randomized controlled trial.</p>
              </fn>
              <fn id="table1fn3">
                <p><sup>c</sup>Intention-to-treat analysis.</p>
              </fn>
              <fn id="table1fn4">
                <p><sup>d</sup>Active control group.</p>
              </fn>
              <fn id="table1fn5">
                <p><sup>e</sup>Excluded in final analysis.</p>
              </fn>
              <fn id="table1fn6">
                <p><sup>f</sup>EQ-5D-Y-5L: EuroQol 5-dimensional youth 5-level.</p>
              </fn>
              <fn id="table1fn7">
                <p><sup>g</sup>N/A: not applicable.</p>
              </fn>
              <fn id="table1fn8">
                <p><sup>h</sup>HRQoL: health-related quality of life.</p>
              </fn>
              <fn id="table1fn9">
                <p><sup>i</sup>Data from 4 children and young people were misinterpreted in the assessment and excluded from analysis.</p>
              </fn>
              <fn id="table1fn10">
                <p><sup>j</sup>Age range not available.</p>
              </fn>
              <fn id="table1fn11">
                <p><sup>k</sup>PR: pediatric rheumatologist.</p>
              </fn>
              <fn id="table1fn12">
                <p><sup>l</sup>Not provided.</p>
              </fn>
              <fn id="table1fn13">
                <p><sup>m</sup>Pain assessments were completed by parents instead of children (n=4; 4-7 years) and, therefore, excluded from the analysis.</p>
              </fn>
              <fn id="table1fn14">
                <p><sup>n</sup>Dropouts (n=3) replaced in phase 2.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </sec>
        <sec>
          <title>Participants</title>
          <p>A total of 1438 children and young people (range 13-333) were included in this review [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. Studies recruited children and young people from pediatric rheumatology centers or pediatric rheumatology departments within children’s hospitals [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]; one of the studies recruited children and young people from the Childhood Arthritis Prospective Study [<xref ref-type="bibr" rid="ref71">71</xref>].</p>
          <p>Approximately 93% (14/15) of the studies reported on children and young people characteristics [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. The mean age was 12.97 (SD 1.85) years, varying across studies between 9.7 years and 15.1 years. Most children and young people were female (887/1237, 71.7%) compared with males (350/1237, 28.29%), ranging from 62.9% to 96.7% [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. The JIA subtypes were aligned with the International League for Rheumatology criteria [<xref ref-type="bibr" rid="ref80">80</xref>]. Across the study population, the most common subtype of JIA that was reported was oligoarthritis, making up between 21% to 61% [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. Approximately 7% (1/15) of the studies did not include these characteristics (N=70) [<xref ref-type="bibr" rid="ref75">75</xref>], and 27% (4/15) of studies excluded the characteristics of children and young people lost during follow-up (n=123) [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>] or excluded from the final analysis (n=8) [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]; (<xref ref-type="supplementary-material" rid="app3">Multimedia Appendix 3</xref> [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]).</p>
          <p>Approximately 87% (13/15) of the studies considered disease activity [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. Reporting either the mean range of disease (range 0.1 to 3.75) using the Physician Global Assessment, Juvenile Arthritis Disease Activity Score or 0-10cm Visual Analogue Scale [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>-<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref76">76</xref>-<xref ref-type="bibr" rid="ref79">79</xref>], or the number of  children and young people with low (range 60%-82.5%) scores, or moderate-to-high (range 17.4%-25%) scores [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>], or the number of active (87%, 13/15) and inactive cases (13%, 2/15) [<xref ref-type="bibr" rid="ref72">72</xref>].</p>
          <p>Approximately 20% (3/15) of studies also included feedback from a range of pediatric rheumatology health care providers [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. This included PRs (n=18; range 3-15) using eHealth interventions during consultations [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref76">76</xref>] or members of the Childhood Arthritis and Rheumatology Research Alliance (PRs and allied health) replying to a survey (survey 1:115 members; survey 2:157 members [73% replied to survey 1]) or attending a 2-day consensus conference (20 members; pediatric pain and rheumatology experts). Childhood Arthritis and Rheumatology Research Alliance members were from the United States and Canada [<xref ref-type="bibr" rid="ref76">76</xref>].</p>
        </sec>
        <sec>
          <title>Interventions</title>
          <p>In total, 10 interventions were identified to support children and young people with JIA. The interventions were categorized according to their clinical aim to align with our research question, resulting in the formation of three themes: symptom monitoring, physical activity promotion, and self-management development.</p>
        </sec>
        <sec>
          <title>Theme 1: Symptom Monitoring</title>
          <p>Approximately 33% (5/15) of studies focused on self-reporting pain [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. The interventions used included the following:</p>
          <list list-type="order">
            <list-item>
              <p><italic>My Pain Tracker</italic>, an mHealth app aimed at monitoring pain 1 to 3 times a day or when needed [<xref ref-type="bibr" rid="ref71">71</xref>]</p>
            </list-item>
            <list-item>
              <p><italic>eOuch</italic>, a customized electronic pain diary aimed at monitoring pain 3 times a day [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]</p>
            </list-item>
            <list-item>
              <p><italic>SUPER-KIDZ</italic>, a web-based assessment to self-report pain before consultations [<xref ref-type="bibr" rid="ref76">76</xref>]</p>
            </list-item>
          </list>
          <p>Approximately 13% (2/15) of studies focused on self-reporting HRQoL [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref68">68</xref>]. The used interventions included the following:</p>
          <list list-type="order">
            <list-item>
              <p><italic>EuroQol 5-dimensional youth 5-level questionnaire</italic> (EQ-5D-Y-5L), accessed through the Reuma2Go health app aimed at remotely identifying disease activity and the need for treatment adjustments [<xref ref-type="bibr" rid="ref67">67</xref>]</p>
            </list-item>
            <list-item>
              <p><italic>ePROfile</italic>, a web-based assessment (Kwaliteit van leven in kaart or quality of life map website) aimed at improving HRQoL discussion during rheumatology consultations [<xref ref-type="bibr" rid="ref68">68</xref>]</p>
            </list-item>
          </list>
        </sec>
        <sec>
          <title>Theme 2: Physical Activity Promotion</title>
          <p>Approximately 20% (3/15) of studies focused on promoting physical activity [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]. The interventions used included the following:</p>
          <list list-type="order">
            <list-item>
              <p>A <italic>wearable activity tracker</italic>—using the commercially available <italic>MisFit Flash</italic>—aimed at improving physical activity levels (PALs) [<xref ref-type="bibr" rid="ref69">69</xref>]</p>
            </list-item>
            <list-item>
              <p><italic>Rheumates@Work</italic>, a web-based behavioral and cognitive program aimed at delivering health information related to JIA and improving PALs [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]</p>
            </list-item>
          </list>
        </sec>
        <sec>
          <title>Theme 3: Self-management Development</title>
          <p>Approximately 33% (5/15) of studies aimed to develop self-management skills [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. The interventions used included the following:</p>
          <list list-type="order">
            <list-item>
              <p><italic>Teens taking charge: managing arthritis online</italic>, which is a web-based behavioral and cognitive program aimed at providing disease-specific information and self-management strategies to improve health outcomes [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]</p>
            </list-item>
            <list-item>
              <p><italic>iCanCope</italic>, a smartphone app aimed at tracking and improving pain self-management [<xref ref-type="bibr" rid="ref70">70</xref>]</p>
            </list-item>
            <list-item>
              <p><italic>iPeer2Peer Program</italic>, a web-based peer-mentoring program aimed at facilitating positive role modeling and social support through video calls [<xref ref-type="bibr" rid="ref74">74</xref>]</p>
            </list-item>
          </list>
          <p>The expected level of engagement with the interventions varied from a few minutes before rheumatology consultations to 17 weeks [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. Of the 15 studies, 14 (93%) required the children and young people to use the intervention at home (age range 7-18 years) [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref79">79</xref>], and only 1 (7%) was conducted in a clinical setting (age range 4-18 years) to monitor use [<xref ref-type="bibr" rid="ref76">76</xref>]. For a more detailed description of each intervention, see <xref ref-type="supplementary-material" rid="app4">Multimedia Appendix 4</xref> [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>,<xref ref-type="bibr" rid="ref81">81</xref>].</p>
        </sec>
        <sec>
          <title>Comparator or Control</title>
          <p>Approximately 53% (8/15) of studies compared a pretested (time point 1) and posttested (time point 2) IG (455/904, 50.3%; range 17-144, median age 12.9, SD 2.09 years; female 322/455, 70.8%) with a CG (449/904, 49.7%; range 14-145, median age 13.4, SD 1.91 years; female 352/449, 78.4%) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. Of these 8 studies, 3 (38%) compared the IG with a CG receiving usual care (no eHealth or mHealth input) [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], 2 (25%) used a waitlist control method to allow all children and young people exposure to the intervention before study completion [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref74">74</xref>], and 3 (38%) compared the IG with an active CG also receiving a digital intervention [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>].</p>
          <p>One of the studies compared different real-time reporting schedules across 4 groups (n=12) with a median age of 12.5 years (range 10-14 years; female 9/12, 75%) [<xref ref-type="bibr" rid="ref71">71</xref>].</p>
        </sec>
        <sec>
          <title>Outcomes</title>
          <p>Study outcomes varied according to the intervention stage of development (feasibility, usability, efficiency, and effectiveness) [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. Health outcomes that considered an evaluation measurement to allow the quantitative comparison between groups, and an effectiveness analysis, were categorized to support the clinical aim of each intervention under the three intervention themes: symptom monitoring, physical activity promotion, and self-management development (<xref ref-type="table" rid="table2">Table 2</xref>).</p>
          <table-wrap position="float" id="table2">
            <label>Table 2</label>
            <caption>
              <p>Formation of themes, evaluation criteria, and main outcomes supporting the delivery of the eHealth and mobile health interventions for juvenile idiopathic arthritis.</p>
            </caption>
            <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
              <col width="30"/>
              <col width="170"/>
              <col width="0"/>
              <col width="800"/>
              <thead>
                <tr valign="top">
                  <td colspan="3">Theme (interventions aim)</td>
                  <td>Outcomes (evaluation measurement)</td>
                </tr>
              </thead>
              <tbody>
                <tr valign="top">
                  <td colspan="4">
                    <bold>Theme 1: symptom monitoring</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Real-time pain</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>Pain intensity, unpleasantness, interference using electronic VAS<sup>a</sup> 5 cm [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>] and RPI<sup>b</sup> [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Pain location and descriptors: size (severity), throb rate (intensity), and emotion, PROMIS<sup>c</sup> and Pediatric pain Interference Scale–Short Form [<xref ref-type="bibr" rid="ref71">71</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>PedsQL<sup>d</sup> generic inventory—and arthritis module and PCQ<sup>e</sup> and Physician Rated Disease Activity Indices [<xref ref-type="bibr" rid="ref79">79</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Children and young people aged 4-7 years: Faces Pain Scale–Revised; children and young people aged 8-18 years: NRS<sup>f</sup> (0-10 cm) [<xref ref-type="bibr" rid="ref76">76</xref>], survey, and consensus conference [<xref ref-type="bibr" rid="ref76">76</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>HRQoL<sup>g</sup></td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>EuroQol 5-dimensional youth 5-level questionnaire and 0-100 cm VAS (current health status)</p>
                      </list-item>
                      <list-item>
                        <p>Juvenile Arthritis Disease Activity Score with 71 joint count [<xref ref-type="bibr" rid="ref67">67</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Pediatric rheumatology feedback</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>HRQoL communication during pediatric rheumatology consultation, number of psychologist referrals, and PR<sup>h</sup> satisfaction [<xref ref-type="bibr" rid="ref68">68</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Satisfaction questionnaire and 2-stage Delphi survey [<xref ref-type="bibr" rid="ref76">76</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td colspan="4">
                    <bold>Theme 2: physical activity promotion</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Objective measurements</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>Bruce Treadmill protocol for exercise capacity (endurance time) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Accelerometer (Actical Phillips Respironics) for physical activity [<xref ref-type="bibr" rid="ref65">65</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Self-reporting measurements</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>A 7-day activity diary [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>3-Day Activity Recall to measure the metabolic equivalent values of activities and PROMIS [<xref ref-type="bibr" rid="ref69">69</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>PedsQoL (version 4) and pain and well-being (0-10 cm VAS); functional ability: CHAQ<sup>i</sup> [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>School absenteeism, participation in physical education classes, and follow-up 3 and 12 months [<xref ref-type="bibr" rid="ref65">65</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Functional capacity</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>CHAQ [<xref ref-type="bibr" rid="ref69">69</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Dutch version CHAQ38 [<xref ref-type="bibr" rid="ref65">65</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Disease activity</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>Disease and medication use records [<xref ref-type="bibr" rid="ref72">72</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Disease activity 0-10 cm VAS [<xref ref-type="bibr" rid="ref65">65</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Physician Global Assessment 0-10 cm or 0-100 cm VAS [<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td colspan="4">
                    <bold>Theme 3: self-management development</bold>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Pain reduction</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>RPI [<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Pain intensity [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>] and interference [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>] using an 11-point NRS (0-10) [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Tracking logs [<xref ref-type="bibr" rid="ref70">70</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Follow-up at 3, 6, and 12 months [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>HRQoL improvement</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>PedsQL [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Juvenile Arthritis Quality of Life Questionnaire [<xref ref-type="bibr" rid="ref77">77</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>PROMIS: pediatric anxiety short form and depressive symptoms short form [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Perceived Stress Questionnaire [<xref ref-type="bibr" rid="ref77">77</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Follow-up at 3, 6, and 12 months [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Functional capacity</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>Child Activity Limitations Interview [<xref ref-type="bibr" rid="ref70">70</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Health literacy</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>Medical Issues, Exercise, Pain, and Social Support Questionnaire [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Children’s Arthritis Self-Efficacy scale [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>PCQ (behavioral and cognitive pain-coping strategies) [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]</p>
                      </list-item>
                      <list-item>
                        <p>Follow-up at 3, 6, and 12 months [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
                <tr valign="top">
                  <td>
                    <break/>
                  </td>
                  <td>Adherence to prescribed treatment</td>
                  <td colspan="2">
                    <list list-type="bullet">
                      <list-item>
                        <p>Child Adherence Report Questionnaire and Parent Adherence Report Questionnaire [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]</p>
                      </list-item>
                    </list>
                  </td>
                </tr>
              </tbody>
            </table>
            <table-wrap-foot>
              <fn id="table2fn1">
                <p><sup>a</sup>VAS: visual analog scale.</p>
              </fn>
              <fn id="table2fn2">
                <p><sup>b</sup>RPI: Recall Pain Inventory.</p>
              </fn>
              <fn id="table2fn3">
                <p><sup>c</sup>PROMIS: Patient-Reported Outcomes Measurement Information System.</p>
              </fn>
              <fn id="table2fn4">
                <p><sup>d</sup>PedsQL: Pediatric Quality of Life Inventory.</p>
              </fn>
              <fn id="table2fn5">
                <p><sup>e</sup>PCQ: Pain Coping Questionnaire.</p>
              </fn>
              <fn id="table2fn6">
                <p><sup>f</sup>NRS: numeric rating scale.</p>
              </fn>
              <fn id="table2fn7">
                <p><sup>g</sup>HRQoL: health-related quality of life.</p>
              </fn>
              <fn id="table2fn8">
                <p><sup>h</sup>PR: pediatric rheumatologist.</p>
              </fn>
              <fn id="table2fn9">
                <p><sup>i</sup>CHAQ: Childhood Health Assessment Questionnaire.</p>
              </fn>
            </table-wrap-foot>
          </table-wrap>
        </sec>
        <sec>
          <title>Study Design</title>
          <p>Study designs included two 2-arm parallel group randomized controlled trials (RCTs) [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>], one 2-arm pilot parallel group RCT [<xref ref-type="bibr" rid="ref70">70</xref>], 1 multisite observer-blinded RCT [<xref ref-type="bibr" rid="ref65">65</xref>], 3 pilot RCTs [<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], 1 randomized N-of-1 crossover trial [<xref ref-type="bibr" rid="ref71">71</xref>], 1 descriptive study with 2-stage Delphi technique [<xref ref-type="bibr" rid="ref76">76</xref>], 1 descriptive study with 2-phase testing [<xref ref-type="bibr" rid="ref78">78</xref>], 1 prospective descriptive study [<xref ref-type="bibr" rid="ref79">79</xref>], 1 retrospective monocentric study [<xref ref-type="bibr" rid="ref67">67</xref>], 1 pre- and postdesign study [<xref ref-type="bibr" rid="ref69">69</xref>], 1 correlational study [<xref ref-type="bibr" rid="ref75">75</xref>], and 1 sequential cohort intervention study [<xref ref-type="bibr" rid="ref68">68</xref>] (<xref ref-type="table" rid="table1">Table 1</xref>) [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>].</p>
        </sec>
      </sec>
      <sec>
        <title>Methodological Quality of Studies</title>
        <p>Using the Downs and Black [<xref ref-type="bibr" rid="ref56">56</xref>] (modified) checklist, the overall mean quality score of the 15 studies was 18.87 (SD 1.92) [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. The scores ranged from 15 to 21, providing a fair-to-good score [<xref ref-type="bibr" rid="ref57">57</xref>] (<xref ref-type="supplementary-material" rid="app5">Multimedia Appendix 5</xref> [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]). There were no disagreements between SB and AF that needed to be resolved by a third author (AC). The 2 areas in which study quality was consistently limited were power and sampling bias; 87% (13/15) of studies had insufficient power to detect a clinically significant effect [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref67">67</xref>-<xref ref-type="bibr" rid="ref78">78</xref>], and convenience sampling and selection bias may have prevented full representation of the JIA population [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. Children and young people were selected because of pain experience [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref78">78</xref>]; level of disease activity [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]; unlikelihood of medication changes [<xref ref-type="bibr" rid="ref69">69</xref>]; no other comorbidities or cognitive impairments [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref73">73</xref>-<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]; good visual acuity [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]; no hand deformities [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]; reduced PALs [<xref ref-type="bibr" rid="ref65">65</xref>]; access to a computer, tablet, or phone or the internet [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref74">74</xref>]; and level of comprehension and ability to speak and read English [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>-<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>], Dutch [<xref ref-type="bibr" rid="ref72">72</xref>], Spanish [<xref ref-type="bibr" rid="ref66">66</xref>], or French [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. Methodological concerns were also seen in internal validity because of contamination or unreliable compliance [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref69">69</xref>-<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref75">75</xref>-<xref ref-type="bibr" rid="ref79">79</xref>].</p>
      </sec>
      <sec>
        <title>Results of the Studies</title>
        <sec>
          <title>Theme 1: Symptom Monitoring</title>
          <sec>
            <title>Real-time Pain</title>
            <p>Approximately 33% (5/15), fair-to-good–quality studies reported on real-time pain assessments [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. Of these 5 studies, 3 (60%) reported on children and young people (aged 11.2-18 years) using <italic>eOuch</italic> to record their pain 3 times a day against the three pain rating measurements: intensity, unpleasantness, and interference [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>], demonstrated a strong correlation (<italic>r</italic>=0.71-0.74, <italic>P</italic>&#60;.01) between these pain measurements [<xref ref-type="bibr" rid="ref79">79</xref>]. On average, pain scores reported were mild to moderate, interfering mostly with walking and least with school work, relationships with friends or family, and sleeping [<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. A good-quality study demonstrated changes in children’s and young people’s pain recordings throughout the day (interference <italic>P</italic>&#60;.01, stiffness <italic>P</italic>&#60;.01, and fatigue <italic>P</italic>&#60;.01) and, week to week (intensity <italic>P</italic>&#60;.01, unpleasantness <italic>P</italic>&#60;.01, interference <italic>P</italic>&#60;.01, and stiffness <italic>P</italic>&#60;.01) [<xref ref-type="bibr" rid="ref79">79</xref>]. Predicted changes in pain were also seen after a joint injection (medium effect size: 0.52-0.71); the main effect was for pain intensity [<xref ref-type="bibr" rid="ref79">79</xref>]. A weak effect was reported for tiredness (<italic>r</italic>=0.24-0.26) and perceived ability to control pain (<italic>r</italic>=0.6-0.26) [<xref ref-type="bibr" rid="ref79">79</xref>]; <xref ref-type="supplementary-material" rid="app6">Multimedia Appendix 6</xref> [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]).</p>
            <p>Of the 5 studies, a further 1 (20%) fair-quality study reporting on the intervention <italic>SUPER-KIDZ</italic> that targeted children and young people aged between 4 to 18 years considered the pain dimensions that should be included in a pain assessment [<xref ref-type="bibr" rid="ref76">76</xref>]. Using a 2-stage Delphi technique, the consensus view from health care experts (survey 1: n=115; survey 2: n=157; 2-day conference: n=20) concluded the inclusion of the characteristics of pain—intensity, location, frequency, duration, and the consequences of pain—and functional limitations [<xref ref-type="bibr" rid="ref76">76</xref>].</p>
            <p>Another 20% (1/5) of fair-quality studies reported on the frequency of recording real-time pain scores using <italic>My Pain Tracker</italic> [<xref ref-type="bibr" rid="ref71">71</xref>]<italic>.</italic> Children and young people (aged 7-16 years) adherence rates were higher when pain was reported once a week (15/24, 63%) compared with when pain was reported once a day (85/168, 50.6%) or twice a day (127/336, 37.8%) or <italic>as and when</italic> pain was experienced (range 0-7 reports) [<xref ref-type="bibr" rid="ref71">71</xref>]. There were no significant differences in pain interference scores because of reporting frequency (<italic>P</italic>=.77) or the different time points (weeks) across the study (<italic>r</italic>=−.004; <italic>P</italic>=.68). The children and young people qualitative results reported that they preferred once a day or <italic>as and when</italic> (6/14, 43%) reporting schedules [<xref ref-type="bibr" rid="ref71">71</xref>] (<xref ref-type="supplementary-material" rid="app6">Multimedia Appendix 6</xref>).</p>
          </sec>
          <sec>
            <title>Real-time Pain Assessments Versus Recall Pain Assessments</title>
            <p>Of the 5 real-time pain assessment studies, 3 (60%) fair-to-good–quality studies considered the correlation between <italic>eOuch</italic> real-time pain recordings and the Recall Pain Inventory short form [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. For CPY (aged 11.2-18 years), a moderate to strong correlation (<italic>r</italic>=0.49-0.84) was reported between the real-time pain recordings and recall pain recordings (<italic>P</italic>&#60;.01) [<xref ref-type="bibr" rid="ref79">79</xref>], and the magnitude of changes in pain did not differ significantly when pain was defined as &#62;0/100 or &#62;0/30. However, when pain was defined as &#62;0/10, there was weak <italic>within-person consistency</italic>, resulting in an 8% variance and a moderate association between the 2 assessments [<xref ref-type="bibr" rid="ref75">75</xref>]. The same study also reported computed changes in pain (<italic>P</italic>=.02) against the judged assessment of pain (<italic>P</italic>=.004), finding both to be significantly similar, although the Recall Pain Inventory was higher and predictable [<xref ref-type="bibr" rid="ref75">75</xref>]. Recall pain assessment measurements were mostly influenced by the children and young people peak pain score and the last real-time pain score. This finding appeared to be clinically significant (<xref ref-type="supplementary-material" rid="app6">Multimedia Appendix 6</xref>).</p>
          </sec>
          <sec>
            <title>Real-time Pain Scores Versus Other Commonly Used Pediatric Assessments</title>
            <p>Of the 5 real-time pain studies, 1 (20%) fair-quality study compared real-time pain scores, using <italic>eOuch</italic>, with other pediatric tools (Pediatric Quality of Life Inventory [PedsQL] Generic Inventory, PedsQL Arthritis Module, and Pain Coping Questionnaire). For children and young people (aged 9-17 years), a weak to moderate correlation (<italic>r</italic>=0.02-0.64) was seen, highlighting differences in the assessment tools, suggesting the need for specific pediatric pain assessments (<xref ref-type="supplementary-material" rid="app6">Multimedia Appendix 6</xref>).</p>
          </sec>
          <sec>
            <title>HRQoL Assessment Versus Disease Activity Assessment</title>
            <p>Of the 15 studies, 1 (7%) good-quality study compared children and young people (aged 10.6-16.4 years) self-reporting HRQoL at home, using the <italic>EQ-5D-Y-5L</italic> assessment, with the commonly used clinical care tool Juvenile Arthritis Disease Activity Score with 71 joint count, which was completed by the PR during consultation to measure disease activity [<xref ref-type="bibr" rid="ref67">67</xref>]. The HRQoL assessment (EQ-5D-Y-5L sum score) across all 5 levels (mobility, self-care, daily activities, pain or discomfort, and anxiety or depression) displayed satisfactory diagnostic accuracy (87%; 95% CI 76-94; <italic>P</italic>&#60;.001), sensitivity (85%), specificity (89%), and predictive values (positive 88% and negative 86%) in identifying moderate to high disease activity [<xref ref-type="bibr" rid="ref67">67</xref>]. This suggests that disease activity would not have been missed through remote monitoring of HRQoL, and treatment adjustments based on the current-to-treat guidelines (&#62;1.5 for oligoarthritis and &#62;2.5 for polyarthritis) could be applied [<xref ref-type="bibr" rid="ref67">67</xref>].</p>
          </sec>
          <sec>
            <title>PR’s Feedback</title>
            <p>Of the 15 studies, 1 (7%) good-quality study compared the preferred method of reviewing pain assessments by PRs (11/15, 73% female; 10/15, 67% practicing &#62;10 years) [<xref ref-type="bibr" rid="ref76">76</xref>]. <italic>SUPERKIDZ</italic> pain assessments were completed by children and young people (aged 4-18 years; with no help from parents) before the PR consultation using three different methods: a laptop or computer, a multimedia player, and a paper-based assessment. PRs (10/15, 67%) reported the electronic assessments to be more time efficient (<italic>P</italic>=.02) than the paper-based assessment and would recommend the use of web-based pain summaries to colleagues (9/15, 60%). There were no differences reported in developing pain management plans (10/15, 67%) [<xref ref-type="bibr" rid="ref76">76</xref>].</p>
            <p>Of the 15 studies, 1 (7%) fair-quality study reported on the PR’s review of the web-based HRQoL assessment, <italic>ePROfile,</italic> during consultation [<xref ref-type="bibr" rid="ref68">68</xref>]. PRs (n=5) reviewed 176 children and young people (mean 11.6, SD 4.5 years) tabulated answers and were satisfied with the care they provided for the IG compared with the care they provided for the CG, particularly in the areas of emotional support (first consultation [time point 1] <italic>P</italic>&#60;.01 and second consultation [time point 2] <italic>P</italic>&#60;.001) and meeting children and young people needs (time point 1 and time point 2 <italic>P</italic>&#60;.001). PR satisfaction increased slightly in the second consultation compared with that of the first. PR evaluations reported <italic>ePROfile</italic> as useful (time point 1: 97/102, 95%; time point 2: 64/64, 100%), and the number of referrals increased (time point 1=9.2% and time point 2=4.3%) compared with the CG (3%). These results were not significant [<xref ref-type="bibr" rid="ref68">68</xref>]. Parents also evaluated <italic>ePROfile</italic> as useful (time point 1: 57/65, 88%; time point 2: 37/46, 80%); however, parent satisfaction did not differ between the IG and CG, and children and young people (mean age 11.6, SD 4.5 years) reported the consultation as normal (time point 1: 47/48, 98%; time point 2 29/35, 83%). <italic>ePROfile</italic> was considered by the study authors as an efficient medium for monitoring HRQoL and was implemented in clinical use after the study [<xref ref-type="bibr" rid="ref68">68</xref>].</p>
          </sec>
        </sec>
        <sec>
          <title>Theme 2: Physical Activity Promotion</title>
          <sec>
            <title>Overview</title>
            <p>Approximately 20% (3/15) of the fair-to-good–quality studies considered the interventions’ effect on physical activity of children and young people [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]. Of these 3 studies, 1 (33%) fair-quality study reported on children and young people (aged 12.8-18.6 years) wearing an <italic>activity tracker</italic>, Misfit Flash, daily for 28 days. No significant differences in PALs were recorded [<xref ref-type="bibr" rid="ref69">69</xref>].</p>
            <p>The other 67% (2/3) good-quality studies reporting on children and young people (aged 8.7-12 years) who used the intervention <italic>Rheumates@Work</italic> were pooled in a meta-analysis [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]. Overall, a moderate effect (SMD 0.60, 95% CI 0.02-1.18, <italic>P</italic>=.40) was seen in physical activity (endurance time, PAL, and moderate to vigorous physical activity [MVPA]). However, there was high statistical heterogeneity between the studies (<italic>I</italic><sup>2</sup>=79%), suggesting a 79% variance across the studies, reducing confidence in these results (<xref rid="figure2" ref-type="fig">Figure 2</xref>) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]. No changes were reported for pain intensity, disease activity, or functional ability [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>].</p>
            <fig id="figure2" position="float">
              <label>Figure 2</label>
              <caption>
                <p>Effectiveness of Rheumates@Work on the promotion of physical activity for juvenile idiopathic arthritis (aged 8-12 years). MVPA: moderate-to-vigorous physical activity; PAL: physical activity level.</p>
              </caption>
              <graphic xlink:href="jmir_v24i2e30457_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
            </fig>
          </sec>
          <sec>
            <title>Seasonal Intervention Effect</title>
            <p>Of the 3 studies considering physical activity promotion, 1 (33%) good-quality study, <italic>Rheumates@Work</italic>, reported a seasonal intervention effect after comparing a winter IG to a summer IG. For the winter IG, a 24-minute reduction in rest was recorded using an accelerometer (Actical Phillips Respironics)<italic>.</italic> This result was significant (<italic>P</italic>=.05) [<xref ref-type="bibr" rid="ref65">65</xref>].</p>
          </sec>
          <sec>
            <title>Follow-up</title>
            <p>Of the 3 studies considering physical activity promotion, only 1 (33%) good-quality study, <italic>Rheumates@Work</italic>, considered follow-up after the study period [<xref ref-type="bibr" rid="ref65">65</xref>]. At 3 months, for the IG, children’s and young peoples’ (aged 8.7-18 years) physical activity (endurance time and PAL) continued to improve, and by 12 months, it declined. However, this reduction did not reach the preintervention levels. Positive improvements were also reported for educational participation. At 3 months, school absenteeism decreased from 43% to 14% (<italic>P</italic>=.02) in the IG and increased from 24% to 29% (<italic>P</italic>=.60) in the CG. Children’s and young peoples’ participation in physical education classes also improved in the IG group, from 57% to 71% (<italic>P</italic>&#60;.01) and from 62% to 67% in the CG (<italic>P</italic>=.01). However, these differences were not statistically significant [<xref ref-type="bibr" rid="ref65">65</xref>].</p>
          </sec>
        </sec>
        <sec>
          <title>Theme 3: Self-management Development</title>
          <sec>
            <title>Overview</title>
            <p>Approximately 33% (5<bold><italic>/</italic></bold>15) of fair-to-good quality studies assessed the health-related benefits of self-management development [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>].</p>
          </sec>
          <sec>
            <title>Pain Reduction</title>
            <p>Of the 5 studies promoting self-management, all (100%) fair-to-good–quality studies monitored for changes in pain because of the intervention [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. Of these 5 studies, 1 (20%) fair-quality study reported on children and young people (mean age 12, SD 1.7 years) using <italic>iCanCope</italic> [<xref ref-type="bibr" rid="ref70">70</xref>]. The IG received a pain monitoring and self-management program, and the CG received pain monitoring only. Both groups reported a reduction in pain intensity (IG: 1.73-point reduction; CG: 1.09-point reduction), using a 0 to 10 numerical rating scale. These results were not statistically significant (<italic>P</italic>=.24) [<xref ref-type="bibr" rid="ref70">70</xref>].</p>
            <p>Of the 5 studies, 4 (80%) good-quality studies (children and young people aged 8-18 years) reporting on <italic>Teens taking charge</italic> and the <italic>iPeer2Peer Program</italic> were pooled for a meta-analysis [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. A small postintervention effect was seen in the IG compared with the CG in reducing pain intensity (SMD −0.14, 95% CI −0.43 to 0.15; <italic>I</italic><sup>2</sup>=53%; <italic>P</italic>=.33). However, these results were not statistically significant, and moderate statistical heterogeneity was seen between the studies (<xref rid="figure3" ref-type="fig">Figure 3</xref>) [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. No effect was seen on pain interference (<xref rid="figure4" ref-type="fig">Figure 4</xref>) [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>].</p>
            <fig id="figure3" position="float">
              <label>Figure 3</label>
              <caption>
                <p>Effectiveness of self-management programs in reducing pain intensity for children and young people (aged 12-18 years) with juvenile idiopathic arthritis.</p>
              </caption>
              <graphic xlink:href="jmir_v24i2e30457_fig3.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
            </fig>
            <fig id="figure4" position="float">
              <label>Figure 4</label>
              <caption>
                <p>Effectiveness of Teens taking charge intervention in reducing pain interference for children and young people (aged 12-18 years) with juvenile idiopathic arthritis.</p>
              </caption>
              <graphic xlink:href="jmir_v24i2e30457_fig4.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
            </fig>
          </sec>
          <sec>
            <title>HRQoL Improvements</title>
            <p>Of the 5 studies targeting self-management development, 4 (80%) fair-to-good–quality studies considered the intervention effect on HRQoL for the IG compared with CG (age range 8.7-18.6 years) [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. Of these 5 studies, 4 (80%) good-quality studies, reporting on <italic>Teens taking charge</italic> and the <italic>iPeer2Peer Program,</italic> were pooled for a meta-analysis. No effect was demonstrated for HRQoL [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. For <italic>Teens taking charge</italic>, a further subanalysis of the individual HRQoL domains (problems with pain, daily activities, treatment, worry, and communication), using the PedsQL, demonstrated a small effect in improving problems with pain and problems with daily activity (SMD 0.16, 95% CI −0.04 to 0.35; I=0%; <italic>P</italic>=.13) (<xref rid="figure5" ref-type="fig">Figure 5</xref>) [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>]. This effect was not statistically significant. From the study outcomes excluded from the meta-analysis, no improvements were seen in anxiety, depression [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>], or stress [<xref ref-type="bibr" rid="ref77">77</xref>].</p>
            <fig id="figure5" position="float">
              <label>Figure 5</label>
              <caption>
                <p>Subanalysis of Teens taking charge intervention and the health-related quality of life domains: problems with pain and daily activities for children and young people (aged 8.7-18 years) with juvenile idiopathic arthritis.</p>
              </caption>
              <graphic xlink:href="jmir_v24i2e30457_fig5.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
            </fig>
          </sec>
          <sec>
            <title>Follow-up</title>
            <p>Of the 5 studies targeting self-management development, 2 (40%) good-quality studies considered follow-up after the study period at 3, 6, and 12 months [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]. In the Canadian <italic>Teens taking charge</italic> study, children and young people (aged 12-18 years) in the IG retained the improvements they gained during the study period for pain intensity and in the HRQoL domains of problems with pain and problems with daily activities. These results were not statistically significant. A significant improvement was seen in the domain of problems with treatment (<italic>P</italic>=.008) [<xref ref-type="bibr" rid="ref73">73</xref>]. In the US <italic>Teens taking charge</italic> study, children and young people (aged 12-18 years) in the IG and CG continued to have a stable reduction in pain intensity and pain interference and improvements in HRQoL. The differences between the IG and CG were not significant [<xref ref-type="bibr" rid="ref66">66</xref>].</p>
          </sec>
          <sec>
            <title>Health Literacy</title>
            <p>Of the 5 studies targeting self-management development, 4 (80%) good-quality studies, reporting on <italic>Teens taking charge</italic> and the <italic>iPeer2Peer Program</italic> (children and young people aged 8.7-18 years) and considering health literacy, were pooled in a meta-analysis [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. A small, nonsignificant effect was seen in improving disease knowledge and self-efficacy (SMD 0.30, 95% CI 0.03-0.56; I<sup>2</sup>=74%; <italic>P</italic>=.03); however, confidence in these results was reduced because of high statistical heterogeneity (<xref rid="figure6" ref-type="fig">Figure 6</xref>) [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. No improvements were seen in pain coping strategies [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>].</p>
            <fig id="figure6" position="float">
              <label>Figure 6</label>
              <caption>
                <p>Effectiveness of self-management programs in improving disease knowledge and self-efficacy for children and young people (aged 12-18 years) with juvenile idiopathic arthritis.</p>
              </caption>
              <graphic xlink:href="jmir_v24i2e30457_fig6.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
            </fig>
          </sec>
          <sec>
            <title>Functional Ability and Adherence to Treatment</title>
            <p>Of the 5 studies targeting self-management development, only 1 (20%) fair-quality study reported on functional ability. There was no improvement in pain-related limitations (<italic>P</italic>=.65) [<xref ref-type="bibr" rid="ref70">70</xref>]. Another 40% (2/5) of good-quality studies reported on treatment adherence. No improvements were reported for medication, exercise, or splint adherence [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>].</p>
          </sec>
        </sec>
      </sec>
      <sec>
        <title>Adverse Events</title>
        <p>Of the 15 studies, 3 (20%) fair-to-good–quality studies recorded adverse events [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>]. <italic>Teens taking charge</italic> (age range 12-18 years) reported the highest number of adverse events (n=72), mostly related to infections (18/72, 25%) and arthritis-related flares (17/72, 24%) [<xref ref-type="bibr" rid="ref66">66</xref>]. The more serious events involved hospitalization (9/72, 13%) or suicidal thoughts (4/72, 6%). There was no significant difference in adverse events between the IG and CG groups (<italic>P</italic>=.67) [<xref ref-type="bibr" rid="ref66">66</xref>]. <italic>MisFit Flash</italic> (age range 12.8-18.6 years) also reported illness, injury, or pain (9/28, 32%), including arthritis-related ankle and knee pain (1/28, 4%). However, no significant difference was seen in functionality (mean Childhood Health Assessment Questionnaire score), pain, or active joint count during the study [<xref ref-type="bibr" rid="ref69">69</xref>]. Whereas <italic>Rheumates@Work</italic> (age range 8-12 years) reported arthritis-related flares, affecting more children and young people in the CG (2/17, 12%) compared with the IG (1/16, 6%) [<xref ref-type="bibr" rid="ref65">65</xref>].</p>
      </sec>
      <sec>
        <title>Dropout</title>
        <p>Of the 15 studies, 10 (67%) studies reported dropout rates (range 0-114) by children and young people (aged 8.7-18.6 years) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref79">79</xref>]. Dropout reasons before study commencement included not being interested anymore [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref74">74</xref>], early withdrawal before allocation [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], not receiving allocation [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], not completing app orientation [<xref ref-type="bibr" rid="ref70">70</xref>], technical issues [<xref ref-type="bibr" rid="ref77">77</xref>], and no show and no reason [<xref ref-type="bibr" rid="ref65">65</xref>]. Reasons during the study period included other health problems [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>], school and extracurricular activities [<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref78">78</xref>], discontinued use [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], did not complete final web-based measures [<xref ref-type="bibr" rid="ref77">77</xref>], unable to reach [<xref ref-type="bibr" rid="ref66">66</xref>], lost to follow-up [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>], and removal because of lack of compliance [<xref ref-type="bibr" rid="ref74">74</xref>]. No comparisons were made between age or gender [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>-<xref ref-type="bibr" rid="ref79">79</xref>].</p>
        <p>Of the 15 studies, 7 (47%) studies reported both the IG and CG dropout rates [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. A higher dropout rate was reported in the IG (119/455, 26.2%; range 0-76) compared with the CG (56/449, 12.5%; range 0-56) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. The Canadian <italic>Teens taking charge</italic> study reported the highest dropout rate (IG: 76/164, 46.3%; CG: 38/169, 22.5%) [<xref ref-type="bibr" rid="ref73">73</xref>].</p>
      </sec>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Findings</title>
        <p>To the best of our knowledge, this is the first systematic review to evaluate the effectiveness of eHealth and mHealth interventions in supporting children and young people living with JIA. In total, 10 interventions were identified to support symptom monitoring, physical activity promotion, or self-management development for children and young people aged 4 to 18.6 years. These 10 interventions included 4 (40%) web-based programs [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref72">72</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], 3 (30%) health applications [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref71">71</xref>], 1 (10%) telecommunication application [<xref ref-type="bibr" rid="ref74">74</xref>], 1 electronic diary (10%) [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>], and 1 (10%) accelerometer compatible with a tablet or smartphone [<xref ref-type="bibr" rid="ref69">69</xref>]. The methodological quality of the studies supporting these interventions ranged from fair [<xref ref-type="bibr" rid="ref68">68</xref>-<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref78">78</xref>] to good [<xref ref-type="bibr" rid="ref65">65</xref>-<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref72">72</xref>-<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>].</p>
      </sec>
      <sec>
        <title>Theme 1: Symptom Monitoring (4-18 Years)</title>
        <p>Pain assessment was the most common type of intervention used to support symptom monitoring. The interventions <italic>My Pain Tracker</italic> and <italic>eOuch</italic> aimed to capture real-time data through children and young people self-reporting pain [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. Monitoring pain is important as pain is the most frequently reported symptom by children and young people living with JIA [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref82">82</xref>]. Pain can dramatically interfere with physical functioning, coping mechanisms, and quality of life [<xref ref-type="bibr" rid="ref12">12</xref>]. Stinson et al [<xref ref-type="bibr" rid="ref79">79</xref>], through the use of <italic>eOuch</italic> pain diaries, demonstrated a correlation between pain intensity and the impact pain can have on emotional well-being (unpleasantness) and activities of daily living (interference), reinforcing the need for ongoing comprehensive pain monitoring, which could allow the health care team to make timely recommendations and prevent poor health outcomes [<xref ref-type="bibr" rid="ref83">83</xref>-<xref ref-type="bibr" rid="ref85">85</xref>].</p>
        <p>However, there is no consensus on the required number of real-time assessments, per day or week [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref86">86</xref>,<xref ref-type="bibr" rid="ref87">87</xref>], to ensure the collection of high-quality data and avoid the burden of momentary reporting [<xref ref-type="bibr" rid="ref71">71</xref>]. Instead, a large variation, ranging from 2 to 9 times a day for children and young people, has been seen [<xref ref-type="bibr" rid="ref87">87</xref>]. In this review, real-time pain monitoring ranged from 1 to 3 times a day [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>] or when needed [<xref ref-type="bibr" rid="ref71">71</xref>]. Lee et al [<xref ref-type="bibr" rid="ref71">71</xref>], through <italic>My Pain Tracker</italic>, compared these reporting frequencies, finding that children and young people preferred once-a-week or when-needed pain assessments to avoid thinking about their pain. Although more details in pain data were collected from once-a-day reporting, and, for some children and young people, adherence to once-a-day reporting was easy as it became a routine [<xref ref-type="bibr" rid="ref71">71</xref>], more research is needed on reporting frequencies.</p>
        <p>Real-time pain monitoring also exposed differences between real-time pain and recall pain assessments [<xref ref-type="bibr" rid="ref75">75</xref>]. Recall pain measurements were higher and predictive compared with average real-time pain measurements, influenced by the children’s and young peoples’ most intense pain and last pain score [<xref ref-type="bibr" rid="ref75">75</xref>]. This is known as recall bias or peak-end effect [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref88">88</xref>]. This nonequivalence between real-time pain assessments and recall pain assessments adds significance to previous research by Stone et al [<xref ref-type="bibr" rid="ref88">88</xref>], highlighting methodological concerns around relying on retrospective pain assessments, especially when considering the length between rheumatology appointments.</p>
        <p>Longitudinal variances were also seen between real-time and recall pain monitoring [<xref ref-type="bibr" rid="ref75">75</xref>]. Stinson et al [<xref ref-type="bibr" rid="ref75">75</xref>] and Stone et al [<xref ref-type="bibr" rid="ref88">88</xref>] both demonstrated a weak correlation with within-person data when pain was defined as &#62;0/10, which is the most common pediatric pain scale. This suggests that real-time and recall pain assessments cannot be compared or used interchangeably when assessing long-term changes in pediatric pain [<xref ref-type="bibr" rid="ref75">75</xref>]. Considering that the length of the studies in this review was only 2 to 8 weeks [<xref ref-type="bibr" rid="ref71">71</xref>,<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref78">78</xref>,<xref ref-type="bibr" rid="ref79">79</xref>], further research on the longitudinal effects of real-time pain monitoring is needed.</p>
        <p>The use of real-time symptom monitoring for children and young people is also supported by previous work in reducing the recall time to days, hours, or minutes [<xref ref-type="bibr" rid="ref87">87</xref>], and importantly, a recent systematic review, reporting on real-time monitoring using mobile technology, suggests that it can be successfully implemented from the age of 7 years [<xref ref-type="bibr" rid="ref87">87</xref>]. In addition, a study considering adults with chronic illnesses supports real-time monitoring for the identification of exacerbations, confidence in self-management, and prevention of hospital admissions [<xref ref-type="bibr" rid="ref89">89</xref>]. In this review, the intervention <italic>EQ-5D-Y-5L</italic> endorsed this finding, as remote HRQoL monitoring identified, with satisfactory diagnostic accuracy (<italic>P</italic>&#60;.001), moderate to high levels of disease activity, promoting the need for adjustments with prescribed treatments and rheumatology consultation frequency [<xref ref-type="bibr" rid="ref67">67</xref>]. Further research is now needed on this web-based PR– children and young people interaction and the impact remote monitoring may have on safety [<xref ref-type="bibr" rid="ref67">67</xref>,<xref ref-type="bibr" rid="ref90">90</xref>].</p>
        <p>In this review, 13% (2/15) of studies reported positive feedback from PRs after they reviewed web-based assessments during consultation [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref76">76</xref>]. PRs reported that <italic>SUPER-KIDZ</italic> pain assessments increased time efficiency compared with a paper-based assessment [<xref ref-type="bibr" rid="ref76">76</xref>]. However, <italic>ePROfile</italic> increased PR satisfaction with the care they provided as the HRQoL discussion improved and the number of psychological referrals increased [<xref ref-type="bibr" rid="ref68">68</xref>]. Although these findings were not significant, reviewing pain and HRQoL during consultation is important as children and young people with JIA have significantly lower HRQoL compared with that of healthy children and young people, and children aged 8 to 12 years with JIA have lower HRQoL than that of children with other chronic health conditions [<xref ref-type="bibr" rid="ref9">9</xref>].</p>
        <p>Interestingly, the use of web-based portals in adult rheumatology has been long standing. The Feed Forward System, for example, used in Sweden generates a patient’s progress over a period and has been successfully used to guide health care provider recommendations and aid the development of patient self-management skills [<xref ref-type="bibr" rid="ref91">91</xref>].</p>
        <p>For JIA, feasibility studies considering web-based portals also support their use, reporting that this form of technology can increase children’s and young peoples’ (aged 5-22 years) feeling of control [<xref ref-type="bibr" rid="ref92">92</xref>,<xref ref-type="bibr" rid="ref93">93</xref>].</p>
        <p>Regrettably, parents and children and young people did not report the same level of satisfaction with the <italic>ePROfile</italic> consultation as PRs [<xref ref-type="bibr" rid="ref68">68</xref>]. Haverman et al [<xref ref-type="bibr" rid="ref68">68</xref>] suggest that this may be as they are already happy with the quality of their care. Nonetheless, many factors that can influence children’s and young peoples’ opinions on digital assessments need to be considered. First, they can be influenced by the assessment experience; they need graphical and tailored feedback to encapsulate their results and catch their interest [<xref ref-type="bibr" rid="ref94">94</xref>]. In addition, children and young people may not value and understand the importance of monitoring symptoms, disease, and general well-being (mood, fatigue, and functional ability) [<xref ref-type="bibr" rid="ref44">44</xref>,<xref ref-type="bibr" rid="ref95">95</xref>] or the need for a person-centered framework that builds partnerships between families and health care teams [<xref ref-type="bibr" rid="ref92">92</xref>]. Further research on the use of web-based portals for children and young people is needed.</p>
      </sec>
      <sec>
        <title>Theme 2: Physical Activity Promotion (8-18.6 Years)</title>
        <p>In this review, 20% (2/10) of interventions, <italic>Rheumates@Work</italic> and the wearable <italic>activity tracker</italic>, Misfit Flash, aimed at improving self-management behavior by promoting physical activity for children and young people (aged 8-18.6 years) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]. Of these 2 interventions, only 1 (50%) <italic>Rheumates@Work</italic>, demonstrated a moderate but clinically meaningful effect on physical activity, improving endurance time, PAL, and MVPA for children and young people (aged 8-12 years) [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref72">72</xref>]. This finding is important as children and young people with JIA are less physically active [<xref ref-type="bibr" rid="ref96">96</xref>,<xref ref-type="bibr" rid="ref97">97</xref>] and spend more time in sedentary activities than their peers [<xref ref-type="bibr" rid="ref96">96</xref>]. Improving physical activities helps to retain musculoskeletal function, muscle strength, and functional capacity [<xref ref-type="bibr" rid="ref98">98</xref>].</p>
        <p>In addition, increased physical activity did not exacerbate disease activity or pain in the IG compared with the CG [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>]. In fact, no significant difference was reported [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>], and absenteeism from school decreased [<xref ref-type="bibr" rid="ref65">65</xref>]. These findings are encouraging, especially considering the related impact JIA can have on reducing academic performance, as depicted by Bouaddi et al [<xref ref-type="bibr" rid="ref99">99</xref>] and Laila et al [<xref ref-type="bibr" rid="ref100">100</xref>]. Although these findings are limited, they will add to the growing body of evidence reporting that exercise therapy is well-tolerated by children and young people with JIA [<xref ref-type="bibr" rid="ref98">98</xref>,<xref ref-type="bibr" rid="ref101">101</xref>,<xref ref-type="bibr" rid="ref102">102</xref>], further supporting physical activity as a helpful and necessary treatment modality, improving adherence [<xref ref-type="bibr" rid="ref24">24</xref>,<xref ref-type="bibr" rid="ref103">103</xref>].</p>
      </sec>
      <sec>
        <title>Theme 3: Self-management Development (8-18 Years)</title>
        <p>In this review, 30% (3/10) of interventions—<italic>iCanCope</italic> [<xref ref-type="bibr" rid="ref70">70</xref>], <italic>Teens taking charge</italic> [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], and the <italic>iPeer2Peer program</italic> [<xref ref-type="bibr" rid="ref74">74</xref>]<italic>—</italic>supported self-management development for children and young people (aged 8-18 years). These interventions (including <italic>Rheumates@Work</italic> [<xref ref-type="bibr" rid="ref65">65</xref>]) are typical behavior change technique interventions used for children and young people [<xref ref-type="bibr" rid="ref31">31</xref>]. They support self-management through the development of disease-specific knowledge, goal setting, self-management strategies, and social support [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>].</p>
        <p>In this review, identified in the meta-analysis, children and young people participating in the self-management programs <italic>Teens taking charge</italic> and <italic>iPeer2Peer Program</italic> reported a small but nonsignificant improvement in pain intensity, disease knowledge, and self-efficacy scores [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. However, high statistical heterogeneity was also seen within the results. This may be because of several reasons. First, a range of comparators was used for the CG. For example, in 2 of the 3 <italic>Teens taking charge</italic> studies, the IG was compared with an active CG rather than usual care. The CG also received an eHealth intervention 12 publicly available health education websites with phone support to support care. Improvements were then seen in both the IG and CG, reducing the mean difference between the groups [<xref ref-type="bibr" rid="ref66">66</xref>]. Most digital studies primarily focus on a single intervention to demonstrate the intervention effect rather than comparing different digital interventions. However, it is this direct comparison that can reveal a more effective intervention [<xref ref-type="bibr" rid="ref104">104</xref>]. The CG’s intervention, the use of health care workers signposting quality health education websites to support self-management skills [<xref ref-type="bibr" rid="ref105">105</xref>,<xref ref-type="bibr" rid="ref106">106</xref>] and improve well-being [<xref ref-type="bibr" rid="ref107">107</xref>], is supported in the literature. Therefore, acknowledging the improvements seen in the CG is important, as the use of publicly available websites can be a cost-effective solution for dissipating health information among the masses to support the delivery of health care [<xref ref-type="bibr" rid="ref28">28</xref>]. For example, a study of adults living with chronic pain (n=20; aged 18-74 years) explained that if they had been provided with quality pain-related information, it might have prevented the desperation and anxiety they experienced, especially during the first few years [<xref ref-type="bibr" rid="ref107">107</xref>].</p>
        <p>Another explanation for the moderate to high statistical heterogeneity may have been that the studies were conducted in different countries, within different health care delivery systems, with different levels of pre-existing support [<xref ref-type="bibr" rid="ref73">73</xref>]. Differences exist with the pediatric rheumatology workforce worldwide [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref18">18</xref>] and within publicly funded and self-funded health care systems [<xref ref-type="bibr" rid="ref108">108</xref>,<xref ref-type="bibr" rid="ref109">109</xref>]. Differences also exist in PRs’ opinions on pediatric self-management and the use of an interdisciplinary approach to care [<xref ref-type="bibr" rid="ref108">108</xref>]. Successful publicly available digital interventions may be a solution to transcending these boundaries and universally improving access to care [<xref ref-type="bibr" rid="ref28">28</xref>,<xref ref-type="bibr" rid="ref106">106</xref>]. Further comparisons between different self-management interventions is needed, especially when considering the dropout rates in this review, which, for the self-management programs, were higher in the IG [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>]. These dropout patterns were similar to a recent systematic review predicting dropout rates in adults, with dropouts occurring at the beginning and over the course of the intervention [<xref ref-type="bibr" rid="ref110">110</xref>].</p>
        <p>There may also be no one-size-fits-all intervention, or there may be a need for a combination of interventions. For example, the <italic>iCanCope</italic> pain self-management application combined 2 interventions (real-time pain monitoring and self-management) and then compared this combination to standalone pain monitoring. This combination demonstrated a greater decrease in pain intensity scores (&#62;1 point, 0-10 on the numerical rating scale) [<xref ref-type="bibr" rid="ref70">70</xref>]. Although this finding was not significant, the inclusion of self-management programs could be clinically beneficial. Improving and providing effective educational interventions early in childhood should be when children and young people are beginning to develop their health behaviors [<xref ref-type="bibr" rid="ref23">23</xref>]. Studies have shown that a high level of health literacy can support informed decision-making [<xref ref-type="bibr" rid="ref111">111</xref>-<xref ref-type="bibr" rid="ref113">113</xref>]; treatment adherence, especially for nonmedication interventions [<xref ref-type="bibr" rid="ref113">113</xref>]; and the prevention of chronic health-related problems [<xref ref-type="bibr" rid="ref22">22</xref>].</p>
        <p>Unfortunately, not all the results of this review are promising. Across the studies, the interventions had no effect on pain interference [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>], HRQoL [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref74">74</xref>,<xref ref-type="bibr" rid="ref77">77</xref>], anxiety, depression, pain coping [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>], disease activity [<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref72">72</xref>], functional ability [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref69">69</xref>,<xref ref-type="bibr" rid="ref70">70</xref>], or treatment adherence [<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref77">77</xref>]. In addition, only 20% (3/15) of studies considered long-term follow-up [<xref ref-type="bibr" rid="ref65">65</xref>,<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>]. More research is needed to gain wider health-related benefits.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>It is essential that several limitations are considered when interpreting the findings of this review. First, our search strategy was restricted to an academic context, using eHealth electronically indexed health databases that publish peer-reviewed journals, rather than apps within commercial stores. This means that our results may not provide a true reflection of the health apps available for JIA. This decision was based on the commonly reported shortcomings of health apps available to the general public that are related to data safety and lack of rigorous testing [<xref ref-type="bibr" rid="ref114">114</xref>].</p>
        <p>Second, the selection criteria in this review deviated from our systematic review protocol [<xref ref-type="bibr" rid="ref53">53</xref>]. In the protocol, we outlined that the comparator or CG was to receive usual care, with no eHealth or mHealth input. Instead, we included 13% (2/15) of studies comparing an eHealth intervention to another digital intervention [<xref ref-type="bibr" rid="ref66">66</xref>,<xref ref-type="bibr" rid="ref73">73</xref>], as a preliminary pilot study of this intervention met our inclusion criteria to be included in this review [<xref ref-type="bibr" rid="ref77">77</xref>]. This decision enabled us to provide the most up-to-date evidence for this intervention.</p>
        <p>Third, our findings in this review supporting the use of real-time monitoring and web-based assessments were based on descriptive summaries. The use of a narrative, descriptive methodology to summarize, synthesize, and report the results is at risk of reporting bias. To reduce this risk, all authors internally reviewed all the stages of this review.</p>
        <p>In addition, there were methodological concerns in the data reported by some studies because of performance bias. It was not possible to blind children and young people from the intervention, which could have resulted in a placebo effect. For example, <italic>Rheumates@Work</italic> reported improvements in both the IG and CG for MVPA and participation in physical education classes. Baseline testing may have made the CG more aware of the need to improve their physical activities [<xref ref-type="bibr" rid="ref65">65</xref>]. The interventions’ true effects may have also been overestimated, as activity levels entered by children and young people in the exercise diaries did not match the accelerometers. Overreporting exercise is not uncommon. Various correlations have been reported between exercise diaries and accelerometer recordings in the general population (<italic>r</italic>=0.52) [<xref ref-type="bibr" rid="ref115">115</xref>]; among children and adolescents (reliable coefficient ranges <italic>r</italic>=0.5-0.93 and validity coefficient ranges <italic>r</italic>=0.03-0.88), with children being in the lower range [<xref ref-type="bibr" rid="ref116">116</xref>]; and for JIA (light PAL and MVPA <italic>r</italic>&#60;0.24; rest and PAL <italic>r</italic>=0.41) [<xref ref-type="bibr" rid="ref117">117</xref>]. Unexpectedly, a 4% inaccuracy has also been identified in accelerometer recordings for JIA in light PALs (effect size 1.2) because of nonwearable periods (aquatic activities and ball games) [<xref ref-type="bibr" rid="ref117">117</xref>]. Awareness of these possible variations enables correction. For example, Armbrust et al [<xref ref-type="bibr" rid="ref117">117</xref>] recommend, for research purposes, the use of accelerometer recordings (7-19 days) and an activity diary (&#62;13 days). Another feasible suggestion may be the use of wearable forms of digital technology (ie, a smartwatch) [<xref ref-type="bibr" rid="ref27">27</xref>]; however, more research is needed to overcome the nonwearable periods such as contact sports [<xref ref-type="bibr" rid="ref118">118</xref>] or while attending school [<xref ref-type="bibr" rid="ref119">119</xref>].</p>
        <p>Finally, the generalizability of our findings may be limited. We included 40% (6/15) of studies where several children and young people were categorized as unknown, not yet diagnosed, or other (55/1438, 3.82%; range 2-37) [<xref ref-type="bibr" rid="ref68">68</xref>,<xref ref-type="bibr" rid="ref70">70</xref>,<xref ref-type="bibr" rid="ref73">73</xref>,<xref ref-type="bibr" rid="ref76">76</xref>,<xref ref-type="bibr" rid="ref77">77</xref>,<xref ref-type="bibr" rid="ref79">79</xref>]. Dissecting the results to target children and young people specifically with JIA was not possible (<xref ref-type="table" rid="table2">Table 2</xref>). For a fair-quality study, which reported the highest number of children and young people in this category (37/101, 36.6%), our data extraction focused on the consensus view of pediatric rheumatology providers (PRs, allied health experts, and pain experts) rather than the children and young people [<xref ref-type="bibr" rid="ref76">76</xref>], which is an area of research that is currently limited.</p>
      </sec>
      <sec>
        <title>Conclusions</title>
        <p>Evidence that supports the inclusion of eHealth and mHealth interventions in JIA management is on the rise; however, this evidence needs to be considered cautiously. Confidence in the results is reduced because of low sample size, wide CIs, high statistical heterogeneity, and no similar effect being seen across similar studies. More rigorous research is needed that focuses on the longitudinal effects of real-time monitoring, web-based PR–children and young people interactions, comparison of self-management strategies, and the use of wearable digital technology as an objective measurement for monitoring physical activity before any recommendations informing current practice can be given.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group>
      <supplementary-material id="app1">
        <label>Multimedia Appendix 1</label>
        <p>Search terms and search strategy.</p>
        <media xlink:href="jmir_v24i2e30457_app1.docx" xlink:title="DOCX File , 14 KB"/>
      </supplementary-material>
      <supplementary-material id="app2">
        <label>Multimedia Appendix 2</label>
        <p>Inclusion and exclusion criteria.</p>
        <media xlink:href="jmir_v24i2e30457_app2.docx" xlink:title="DOCX File , 15 KB"/>
      </supplementary-material>
      <supplementary-material id="app3">
        <label>Multimedia Appendix 3</label>
        <p>Juvenile idiopathic arthritis subtypes based on the International League for Rheumatology criteria.</p>
        <media xlink:href="jmir_v24i2e30457_app3.docx" xlink:title="DOCX File , 19 KB"/>
      </supplementary-material>
      <supplementary-material id="app4">
        <label>Multimedia Appendix 4</label>
        <p>Overview of the eHealth and mobile health interventions used for juvenile idiopathic arthritis.</p>
        <media xlink:href="jmir_v24i2e30457_app4.docx" xlink:title="DOCX File , 23 KB"/>
      </supplementary-material>
      <supplementary-material id="app5">
        <label>Multimedia Appendix 5</label>
        <p>Methodological scores of the 15 studies using the Downs and Black [<xref ref-type="bibr" rid="ref56">56</xref>] (modified) checklist.</p>
        <media xlink:href="jmir_v24i2e30457_app5.docx" xlink:title="DOCX File , 18 KB"/>
      </supplementary-material>
      <supplementary-material id="app6">
        <label>Multimedia Appendix 6</label>
        <p>Real-time pain monitoring versus other tools commonly used in pediatric rheumatology or pediatrics.</p>
        <media xlink:href="jmir_v24i2e30457_app6.docx" xlink:title="DOCX File , 20 KB"/>
      </supplementary-material>
    </app-group>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">CG</term>
          <def>
            <p>control group</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">EQ-5D-Y-5L</term>
          <def>
            <p>EuroQol 5-dimensional youth 5-level</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">HRQoL</term>
          <def>
            <p>health-related quality of life</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb4">IG</term>
          <def>
            <p>intervention group</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb5">JIA</term>
          <def>
            <p>juvenile idiopathic arthritis</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb6">mHealth</term>
          <def>
            <p>mobile health</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb7">MVPA</term>
          <def>
            <p>moderate to vigorous physical activity</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb8">PAL</term>
          <def>
            <p>physical activity level</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb9">PedsQL</term>
          <def>
            <p>Pediatric Quality of Life Inventory</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb10">PR</term>
          <def>
            <p>pediatric rheumatologist</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb11">PRISMA</term>
          <def>
            <p>Preferred Reporting Items for Systematic Reviews and Meta-Analyses</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb12">RCT</term>
          <def>
            <p>randomized controlled trial</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb13">SMD</term>
          <def>
            <p>standardized mean difference</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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