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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">ResProt</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIR Res Protoc</journal-id>
      <journal-title>JMIR Research Protocols</journal-title>
      <issn pub-type="epub">1929-0748</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">v12i1e42119</article-id>
      <article-id pub-id-type="pmid">36630167</article-id>
      <article-id pub-id-type="doi">10.2196/42119</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Protocol</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Protocol</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>A Universal Mental Health–Promoting Mobile App for Adolescents: Protocol for a Cluster Randomized Controlled Trial</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Mavragani</surname>
            <given-names>Amaryllis</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib contrib-type="reviewer">
          <name>
            <surname>HIrshberg</surname>
            <given-names>Matthew</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Zlamal</surname>
            <given-names>Jaroslav</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Anonymous</surname>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Kaiser</surname>
            <given-names>Sabine</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Regional Centre for Child and Youth Mental Health and Child Welfare - North</institution>
            <institution>Faculty of Health Sciences</institution>
            <institution>UiT The Arctic University of Norway</institution>
            <addr-line>Campus Tromsø</addr-line>
            <addr-line>Breivika, MH 2, plan 9 og 10</addr-line>
            <addr-line>Tromsø, 9019</addr-line>
            <country>Norway</country>
            <phone>47 77 64 58 50</phone>
            <email>sabine.kaiser@uit.no</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-2081-7734</ext-link>
        </contrib>
        <contrib id="contrib2" contrib-type="author">
          <name name-style="western">
            <surname>Rye</surname>
            <given-names>Marte</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0001-5253-4539</ext-link>
        </contrib>
        <contrib id="contrib3" contrib-type="author">
          <name name-style="western">
            <surname>Jakobsen</surname>
            <given-names>Reidar</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <xref rid="aff2" ref-type="aff">2</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-1238-8439</ext-link>
        </contrib>
        <contrib id="contrib4" contrib-type="author">
          <name name-style="western">
            <surname>Martinussen</surname>
            <given-names>Monica</given-names>
          </name>
          <degrees>Prof Dr</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-0937-1479</ext-link>
        </contrib>
        <contrib id="contrib5" contrib-type="author">
          <name name-style="western">
            <surname>Høgsdal</surname>
            <given-names>Helene</given-names>
          </name>
          <degrees>MSc</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-3449-7740</ext-link>
        </contrib>
        <contrib id="contrib6" contrib-type="author">
          <name name-style="western">
            <surname>Kyrrestad</surname>
            <given-names>Henriette</given-names>
          </name>
          <degrees>PhD</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0003-1515-6502</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Regional Centre for Child and Youth Mental Health and Child Welfare - North</institution>
        <institution>Faculty of Health Sciences</institution>
        <institution>UiT The Arctic University of Norway</institution>
        <addr-line>Tromsø</addr-line>
        <country>Norway</country>
      </aff>
      <aff id="aff2">
        <label>2</label>
        <institution>Department of Clinical Psychology</institution>
        <institution>Faculty of Psychology</institution>
        <institution>University of Bergen</institution>
        <addr-line>Bergen</addr-line>
        <country>Norway</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Sabine Kaiser <email>sabine.kaiser@uit.no</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2023</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>11</day>
        <month>1</month>
        <year>2023</year>
      </pub-date>
      <volume>12</volume>
      <elocation-id>e42119</elocation-id>
      <history>
        <date date-type="received">
          <day>23</day>
          <month>8</month>
          <year>2022</year>
        </date>
        <date date-type="rev-request">
          <day>2</day>
          <month>11</month>
          <year>2022</year>
        </date>
        <date date-type="rev-recd">
          <day>23</day>
          <month>11</month>
          <year>2022</year>
        </date>
        <date date-type="accepted">
          <day>8</day>
          <month>12</month>
          <year>2022</year>
        </date>
      </history>
      <copyright-statement>©Sabine Kaiser, Marte Rye, Reidar Jakobsen, Monica Martinussen, Helene Høgsdal, Henriette Kyrrestad. Originally published in JMIR Research Protocols (https://www.researchprotocols.org), 11.01.2023.</copyright-statement>
      <copyright-year>2023</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Research Protocols, is properly cited. The complete bibliographic information, a link to the original publication on https://www.researchprotocols.org, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://www.researchprotocols.org/2023/1/e42119" xlink:type="simple"/>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>In times of increasing mental health problems among young people, strengthening efforts to improve mental health through mental health promotion and prevention becomes increasingly important. Effective measures that support young people in coping with negative thoughts, feelings, and stress are essential, not just for the individual but also for society.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>The aim of this paper is to provide a description of a cluster randomized controlled trial that will be conducted to examine the effectiveness of Opp, a universal mental health–promoting mobile app for adolescents aged 13 to 19 years that provides information and exercises to better cope with stress, negative thoughts, and negative feelings. The protocol was developed in accordance with the SPIRIT checklist.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>An effectiveness study will be conducted with 3 measurement points: preintervention (T1), 2 weeks after the intervention (T2), and about 1 month after the intervention (T3). Adolescents will be recruited from middle and high schools in Norway and randomly assigned to the intervention or control groups. Randomization will be conducted on the school level. Opp can be downloaded from the Google Play or App Store but is password protected with a 4-digit code, which will be removed after study completion. Participants in the intervention group will receive a text message with the code to unlock the app. The participants in the intervention group can use Opp without limits on length or time of use. Objective data on how long or how often the participants use the app will not be collected. However, the second and third questionnaires for the intervention group contain app-specific questions on, for example, the use of the app.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>Recruitment and data collection started in August and September 2022. So far, 381 adolescents have answered the first questionnaire. Data collection was expected to end in December 2022 but has had to be prolonged to approximately June 2023. The results of the study will be available in 2023 at the earliest.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>This project will contribute unique knowledge to the field, as there are few studies that have examined the effects of universal health-promoting mobile apps for adolescents. However, several limitations have to be taken into account when interpreting the results, such as randomization on the school level, the short time frame in which the study was conducted, and the lack of objective data to monitor the use of the app.</p>
        </sec>
        <sec sec-type="trial registration">
          <title>Trial Registration</title>
          <p>ClinicalTrials.gov NCT05211713; https://www.clinicaltrials.gov/ct2/show/NCT05211713</p>
        </sec>
        <sec sec-type="registered-report">
          <title>International Registered Report Identifier (IRRID)</title>
          <p>PRR1-10.2196/42119</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>mental health promotion</kwd>
        <kwd>mobile app</kwd>
        <kwd>mobile phone</kwd>
        <kwd>adolescents</kwd>
        <kwd>Opp</kwd>
        <kwd>teens</kwd>
        <kwd>application</kwd>
        <kwd>effectiveness</kwd>
        <kwd>intervention</kwd>
        <kwd>effect</kwd>
        <kwd>health</kwd>
        <kwd>health promotion</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <sec>
        <title>Background</title>
        <p>The World Health Organization defines mental health as a “state of well-being in which the individual realizes his or her own abilities, can cope with the normal stresses of life, can work productively and fruitfully, and is able to make a contribution to his or her community” [<xref ref-type="bibr" rid="ref1">1</xref>]. Good mental health is essential to good health in general and is strongly related to quality of life and participation in school and leisure activities. A scoping review that underlined how difficult it is to define and operationalize good mental health identified 14 core domains of good mental health in young people, including attitudes toward mental disorders, self-perceptions, emotions, behaviors, self-management strategies, social skills, family and significant relationships, and quality of life [<xref ref-type="bibr" rid="ref2">2</xref>]. The authors wrote that mental health promotion “leads to increasing well-being, competence and resilience and makes individuals improve their mental health and increase their control over it” [<xref ref-type="bibr" rid="ref2">2</xref>]. Mental health promotion focuses on promoting the positive factors associated with mental health. On the individual level, these factors are, for example, coping with negative thoughts, negative feelings, and stress, as well as increasing resilience and self-esteem [<xref ref-type="bibr" rid="ref3">3</xref>]. The World Health Organization defines health promotion as “the process of enabling people to increase control over, and to improve their health” [<xref ref-type="bibr" rid="ref4">4</xref>].</p>
        <p>It is widely acknowledged that public health work should focus on universal health-promoting and preventive measures rather than on the treatment of disorders [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref6">6</xref>]. Preventing mental disorders and promoting good mental health is more cost-effective for society and has greater benefits for public health [<xref ref-type="bibr" rid="ref7">7</xref>]. Working preventively and promoting good mental health is particularly important for young people. On the one hand, adolescence is a vulnerable period in which young people transition from being children to being adults; many mental disorders develop during this period [<xref ref-type="bibr" rid="ref8">8</xref>]. On the other hand, adolescence is a time when young people can learn and adopt healthy habits and choices from which they can benefit throughout their lives.</p>
        <p>In order to reach adolescents, mental health–promoting interventions should be conducted where adolescents actually spend their time. This can, for example, be at schools, at places where adolescents carry out their leisure activities, or online. In Norway, most adolescents have their own smartphones, which they use daily and often for multiple hours [<xref ref-type="bibr" rid="ref9">9</xref>]. This may open new opportunities to implement mental health–promoting interventions through mobile apps. Despite potential barriers, apps can reach a large proportion of adolescents. This is especially important in countries like Norway that are geographically large and where health services are not always easily accessible. Furthermore, apps are also cost-effective and might be appealing to adolescents, who have a relatively high threshold for seeking help face-to-face [<xref ref-type="bibr" rid="ref10">10</xref>]. Adolescents prefer to be anonymous, and app-based interventions may therefore be important for promoting good mental health [<xref ref-type="bibr" rid="ref11">11</xref>]. Also, adolescents often look for health-related information online [<xref ref-type="bibr" rid="ref9">9</xref>]. However, the quality of the information they find can vary. It is therefore important to offer information that is both high quality and easily accessible to adolescents, especially when it comes to mental health.</p>
        <p>Reviews from 2013 and 2014 [<xref ref-type="bibr" rid="ref12">12</xref>,<xref ref-type="bibr" rid="ref13">13</xref>] concluded that digital self-management resources were promising, but that there was a need for more research. A recently conducted meta-review that synthesized the results of 14 meta-analyses concluded, on the other hand, that mobile phone–based interventions already have potential for mental health promotion, especially when it comes to reducing psychological symptoms (ie, stress, anxiety, and depression) and increasing quality of life [<xref ref-type="bibr" rid="ref14">14</xref>]. Although the effects of apps are generally of small magnitude, they could have an important societal impact if they were made available to large groups.</p>
        <p>Kenny et al [<xref ref-type="bibr" rid="ref15">15</xref>] conducted the first and, to the best of our knowledge, only cluster randomized controlled trial to examine the effectiveness of a mental health mobile app–based intervention in a general population of adolescents. They recruited 560 subjects aged 15 to 18 years from 10 schools that were randomly assigned to an intervention or control condition. Participants in the intervention group used the app for about 4 weeks. However, no significant differences in well-being, emotional distress, emotional self-awareness, or coping strategies were found.</p>
        <p>One of the largest cluster randomized controlled trials of the effectiveness of universal school-based mindfulness training on mental health and well-being in early adolescence, the MYRIAD (My Resilience in Adolescence) project, found no evidence that it was more effective than the provision of usual social-emotional learning [<xref ref-type="bibr" rid="ref16">16</xref>]. A meta-analysis of the effectiveness of relaxation techniques to reduce distress, anxiety, and depression in adolescents, on the other hand, had promising results with small to moderate effect sizes [<xref ref-type="bibr" rid="ref17">17</xref>].</p>
        <p>Identifying effective interventions for improving mental health among adolescents is necessary, and studies that have no or negative results also play an important role in determining what helps to improve mental health and what does not [<xref ref-type="bibr" rid="ref18">18</xref>]. Or as Kuyken et al [<xref ref-type="bibr" rid="ref16">16</xref>] conclude, “There is need to ask what works, for whom and how, as well as considering key contextual and implementation factors.”</p>
      </sec>
      <sec>
        <title>The Current Paper</title>
        <p>The aim of the current paper is to describe a cluster randomized controlled trial that will be conducted to evaluate the effectiveness of Opp. Opp is a universal mental health–promoting mobile app for adolescents that provides information about mental health, feelings, and help seeking, as well as exercises and techniques to better cope with negative thoughts, negative feelings, and stress.</p>
        <p>Opp is part of the research project UngRisk, which aims to develop and evaluate 2 mental health–promoting mobile apps that will be made available as free resources for easy access by young people. The other mobile app is called NettOpp and is aimed at young people aged 11 to 16 years who have experienced negative incidents online. A study similar to the one that is described here has already been conducted to examine NettOpp’s effectiveness [<xref ref-type="bibr" rid="ref19">19</xref>]. Data analysis is in progress.</p>
      </sec>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Eligibility Criteria and Setting of the Effectiveness Study</title>
        <p>Both the adolescents and participating schools are convenience samples. Adolescents aged 13 to 19 years are eligible for participation in the study and will be recruited through middle and high schools in Norway.</p>
      </sec>
      <sec>
        <title>Inclusion and Exclusion Criteria</title>
        <p>Adolescents aged 13 to 15 years need consent from their guardians, while adolescents that are 16 years or older can consent for themselves. Adolescents need a smartphone to use the app and need to be able to read Norwegian.</p>
      </sec>
      <sec>
        <title>Intervention</title>
        <p>Opp is a universal mental health–promoting mobile app that is aimed at adolescents aged 13 to 19 years. The Norwegian word <italic>opp</italic> means “up” in English. In Norwegian, <italic>opp</italic> also evokes the word <italic>opplysning</italic>, which means “enlightenment” or “information”; <italic>opp</italic> also evokes the word “uplifting,” meaning to lift someone’s spirit.</p>
        <p>The overall goals of Opp are to (1) increase well-being and mental health, (2) increase knowledge about mental health, (3) increase coping skills to deal with stress, (4) increase help-seeking behavior, (5) increase self-esteem, (6) increase sleep quality, and (7) reduce mental health problems.</p>
        <p>To achieve these goals, Opp is theoretically divided into psychoeducational and resource modules (modules 1 and 2, respectively). Module 1 contains information about mental health (eg, “What is mental health?” “How are thoughts, feelings, and behavior connected?” “Why is good mental health important?” “How to get and maintain good mental health?” “What are mental health problems?” and “When should one seek help for their challenges?”), about feelings (eg, “What are feelings?” “Why are feelings important?” “Can you control your feelings?” and “What do you do when feelings take over?”), and about help seeking (eg, “When should you seek help?” “How to tell somebody about problems?” “What should happen when you have told somebody about your problems?” and “Here you can get help”).</p>
        <p>Module 2 provides exercises and techniques on how to cope with difficult thoughts, feelings, and stress. For the latter, exercises include breathing and meditation exercises with animation and sound. Another exercise is inspired by cognitive behavioral therapy and aims at helping adolescents to recognize and challenge negative thoughts. Adolescents are guided through this exercise and can choose different statements (eg, “Nobody likes me”), how this thought makes them feel (eg, “sad”), and alternative thoughts (eg, “There are people who love and care about me”). In addition, there is an exercise in which the adolescents can choose different situations, choose what they might think and feel if they were in such situations, and choose how they would behave. This exercise also aims at raising awareness about the relationship between thoughts, feelings, and behavior. In addition, the app contains sleep hygiene advice, tips for maintaining good social relationships, and suggestions on how to increase self-esteem. The information is displayed through text, sound, and animation.</p>
        <p>Opp can be downloaded from the Google Play and App Store, but the app is password protected. The password will be removed after study completion to make the app freely available to all users. Adolescents in the intervention group that have answered the first questionnaire can install Opp on their phone and will be provided with a 4-digit code via text message to unlock the app. It is up to the young people themselves to decide when they want to use the app and how much time they want to spend using it. It is not possible to monitor how much time the adolescents actually spend using Opp. However, there are app-specific questions in the second and third questionnaires, which the adolescents will be asked to fill in after approximately 2 and 4 weeks, respectively, that ask how often the adolescents have used the app. The participants are not provided with any training in using the app, but are instructed via text message on how to download the app. Also, the participants are given a phone number that they can call or send a text message to if they experience any problems with downloading or using the app.</p>
      </sec>
      <sec>
        <title>User Involvement</title>
        <p>Users, that is, adolescents aged 13 to 19 years, were involved in the project from the development of the content of the intervention to its evaluation. Approximately 15 adolescents were involved in 2 workshops to provide input on the content, design, and name of the app. Two adolescents critically read through a manuscript that described the content of Opp and provided feedback on wording and terminology. There was also an extended reference group consisting of teachers, school-health nurses, nurses from a health care center for adolescents, and a community psychologist who contributed to the development of Opp through a workshop.</p>
        <p>In addition to this, 27 adolescents participated in a user survey. The study indicated that Opp had good usability, and the overall mean star ranking of the app was 3.78 (SD 0.42) on a 5-point scale. A large proportion of the adolescents thought that Opp was interesting to use (20/27, 74%), that the design was good (25/27, 93%), and that it was appropriate for the target group (24/27, 89%) [<xref ref-type="bibr" rid="ref20">20</xref>].</p>
      </sec>
      <sec>
        <title>Control</title>
        <p>The waiting-list control group will receive the code to unlock the app after study completion.</p>
      </sec>
      <sec>
        <title>Randomization</title>
        <p>This study is a cluster randomized controlled trial with intervention and waiting-list control groups. Schools will be randomly assigned to one of the groups by a statistician after baseline assessment. SPSS (IBM Corp) will be used to generate a random number between 0 and 1 that will be assigned to each school. The half of the schools with lower values for the random number will be assigned to the control group and the half of the schools with higher values will be assigned to the intervention group.</p>
      </sec>
      <sec>
        <title>Blinding</title>
        <p>Neither schools, guardians, nor adolescent participants will know if they are assigned to the intervention or the control group prior to the baseline assessment.</p>
      </sec>
      <sec>
        <title>Outcomes</title>
        <p>Data will be collected at 3 measurement points: baseline (T1; preintervention); approximately 2 weeks after the intervention (T2; postintervention); and approximately 1 month after the intervention (T3; follow-up) through self-report measures that the adolescents fill in using the secure online tool Nettskjema (University of Oslo).</p>
      </sec>
      <sec>
        <title>Primary Outcomes</title>
        <p>Mental health will be assessed using the World Health Organization–5 Well-being Index (WHO-5) [<xref ref-type="bibr" rid="ref21">21</xref>] and the Strengths and Difficulties Questionnaire (SDQ) [<xref ref-type="bibr" rid="ref22">22</xref>]. Both the WHO-5 [<xref ref-type="bibr" rid="ref23">23</xref>] and the SDQ [<xref ref-type="bibr" rid="ref24">24</xref>] have been found to have adequate validity as outcome measures. The primary hypothesis is that there will be significant differences in changes in the mental health scores of the intervention and the control groups in favor of the intervention group.</p>
      </sec>
      <sec>
        <title>Secondary Outcomes</title>
        <p>Coping skills will be measured with the Norwegian version of the General Self-Efficacy Scale [<xref ref-type="bibr" rid="ref25">25</xref>]. A Norwegian study found that this scale had satisfactory internal consistency, test-retest reliability, and factor structure [<xref ref-type="bibr" rid="ref26">26</xref>]. Help-seeking behavior will be assessed with 3 items that measure if the adolescents sought help, who they sought help from, and if they received the help they needed. The Self-liking and Competence Scale [<xref ref-type="bibr" rid="ref27">27</xref>,<xref ref-type="bibr" rid="ref28">28</xref>] will be used to measure self-liking and self-competence; this scale has been found to have good internal consistency and factor structure in a Norwegian validation study [<xref ref-type="bibr" rid="ref29">29</xref>]. Sleep quality will be measured with six questions from the Bergen Child Study [<xref ref-type="bibr" rid="ref30">30</xref>].</p>
        <p>In addition to these measures, there will be app-specific questions in the second and third questionnaires for the intervention group that ask about how often and for how long the adolescents used the app and what features of the app they liked best.</p>
      </sec>
      <sec>
        <title>Power Calculations</title>
        <p>Power calculations were conducted with PASS 16 (NCSS, LLC). Using multilevel analysis with a significance level of .05 will require a total sample of 1250 adolescents (625 in both the intervention and control groups, including 25 schools with 25 students per school) to achieve a power of .79 and to detect a small effect corresponding to Cohen <italic>d</italic>=0.20 when the expected interclass correlation at the school level is 0.02. Anticipating a drop-out rate of approximately 25%, a total of 1563 adolescents should be recruited [<xref ref-type="bibr" rid="ref15">15</xref>].</p>
      </sec>
      <sec>
        <title>Data Management</title>
        <p>Data will be collected with the secure Nettskjema platform and will be directly sent to and stored on a secure server that only members of the research team have access to. Data collection, data cleaning, and statistical analyses will also only be performed by members of the research team. The statistical analyses will be conducted on anonymized data from the secure server.</p>
      </sec>
      <sec>
        <title>Planned Statistical Analysis</title>
        <p>Data analyses will be conducted using SPSS. Attrition analyses will be conducted to examine differences between those who complete the questionnaires and those who do not at different time points. A missing-values analysis will also be conducted. Variables for which there are a significantly greater number of missing values will be included as covariates in the analyses.</p>
        <p>Correlations will be used to examine whether the different outcomes are related to each other at T1, and linear mixed models will be used to test the hypotheses. We will run 3-level mixed models with time nested within participants nested within schools, and model repeated measures using the <italic>repeated</italic> command in SPSS. We will assess the covariance structure of the repeated measurements by comparing models with different structures (ie, unstructured, compound symmetric, first-order auto-regressive, or others) using the Akaike information criterion.</p>
      </sec>
      <sec>
        <title>Ethics Approval and Consent to Participate</title>
        <p>The study, including the information letter sent to the guardians and study participants and the consent forms, has been approved by the regional Research Ethics Committee (279207) and by the Norwegian Center for Research Data (715456). The study has been registered on ClinicalTrials.gov (NCT05211713). Active parental consent from 2 guardians is required for adolescents that are younger than 16 years to participate in the effectiveness study. Adolescents that are aged 16 years or older can consent by themselves. Consent, as well as the answers adolescents provide, will be collected digitally using Nettskjema and stored using the services for sensitive data of the University of Oslo in Norway [<xref ref-type="bibr" rid="ref31">31</xref>]. It is possible that there will be unintended adverse effects of using the app or answering the survey that adolescents might find distressing [<xref ref-type="bibr" rid="ref18">18</xref>]. Therefore, we will provide information about where the adolescents can receive help if they need it in the app, in the information letter, and at the end of the survey. Participants that fill in the 3 questionnaires will be entered in a raffle for 1 of 100 gift cards with a value of NOK 300 (approximately US $29). The app itself does not collect personal or sensitive information about the users, nor does it need access to GPS, the camera, contact lists, or anything else on the mobile phone.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p>Recruitment and data collection started in August and September 2022. However, teachers were on strike at that point for about 6 weeks, which made recruitment challenging as the schools were partly closed. Data collection was expected to end in December 2022 but had to be prolonged until approximately June 2023. So far, 381 adolescents have answered the first questionnaire. The results of the study will be available at the earliest at the end of 2023 or later, and will be published in international and national journals and presented at conferences.</p>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <sec>
        <title>Principal Aims</title>
        <p>The current paper describes a cluster randomized controlled trial that is being conducted to evaluate the effectiveness of a universal mental health–promoting mobile app (Opp) in Norway. Its evaluation will lead to new knowledge in the field, as there have been only a few studies published on the effectiveness of such universal interventions [<xref ref-type="bibr" rid="ref15">15</xref>]. Fusar-Poli et al [<xref ref-type="bibr" rid="ref2">2</xref>] wrote that “Promotion of good mental health in young people with and without mental disorders has received little empirical research attention and interventions for improving mental health in young people are not well established.” Conducting well-designed effectiveness studies is challenging. However, they are necessary in order to identify interventions effective at improving child and adolescent mental health. Randomized controlled trials are considered the gold standard for evaluating the effectiveness of interventions [<xref ref-type="bibr" rid="ref18">18</xref>].</p>
        <p>After the effectiveness study is conducted, Opp will be made freely available in the Google Play and App Store. Results of the study will continue to be published as they are obtained.</p>
      </sec>
      <sec>
        <title>Limitations</title>
        <p>Several limitations will have to be considered when interpreting the results. Both the adolescents and schools are convenience samples, which could lead to selection bias and limit the conclusions that can be drawn from the study [<xref ref-type="bibr" rid="ref32">32</xref>]. Another limitation is related to the randomization, which will be conducted on a school level and not an individual level [<xref ref-type="bibr" rid="ref33">33</xref>].</p>
        <p>Other limiting factors are related to adherence to the intervention and intervention fidelity. The app does not collect personal data from its users, and it is therefore not possible to objectively track if and how often the adolescents have used the app. However, the intervention group will answer app-related questions on the frequency of use. Both the intervention and control groups receive the same information letter, and participants that are randomized to the intervention group are informed that they can use the app whenever they want and as often as they want, without further instructions. In addition, the intervention group receives a text message with a code to unlock the app after the baseline assessment and randomization.</p>
        <p>Another limitation is related to the length of follow-up, which should ideally be longer than 1 month. Kenny et al [<xref ref-type="bibr" rid="ref15">15</xref>] wrote the following regarding this: “Findings suggest that a 4-week app-based intervention may not be enough to elicit intrapersonal changes in mental health outcomes in a general adolescent population.” Furthermore, the study is based on self-report measures and not on more objective indicators or assessments from other informants, such as parents or teachers, which might be a limitation.</p>
      </sec>
      <sec>
        <title>Conclusion</title>
        <p>There are only a few studies that have examined the effects of universal health-promoting mobile apps for adolescents. Therefore, this project will contribute unique knowledge to the field. Opp can theoretically reach up to 420,000 adolescents aged 13 to 19 years in Norway (in 7 cohorts, each with 60,000 adolescents). However, a main challenge will be to implement Opp after its evaluation so that as many adolescents as possible know about the app and can use it if they need to. The findings of this effectiveness study will play an important part in informing decisions on how much effort should be put into implementing Opp in Norway.</p>
      </sec>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">SDQ</term>
          <def>
            <p>Strengths and Difficulties Questionnaire</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">WHO-5</term>
          <def>
            <p>World Health Organization–5 Well-being Index</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>The authors would like to thank the adolescents that participated in the workshop and that helped with the development of Opp for their valuable feedback and comments. We would also like to thank the adults that worked in child and adolescent mental health services who participated in workshops. We would like to thank Charlotte Elvedal at the Norwegian Council for Mental Health for her collaboration, as well as the team from Bouvet that designed and programmed Opp: Mari Søpstad Eggen, Ingrid Ødegaard, Jan Erik Kirkevold Nilsen, Hilde Stenvold, Eirik Aflekt Thommesen, Magnus Gaustad Eriksson, and Renate Kristiansen. The development of Opp was funded by a grant from Foundation Dam through the Norwegian Council of Mental Health (2020HE2-328433). The study was funded by the Norwegian Directorate of Health and UiT The Arctic University of Norway. The funding organizations were not involved in the design of the study, in the collection, analysis, or interpretation of the data, or in writing the manuscript.</p>
    </ack>
    <fn-group>
      <fn fn-type="con">
        <p>HK is the principal investigator of the study. HK, SK, MR, RJ, and MM developed the app. HK, SK, MR, RJ, HH, and MM provided substantial contributions to the study protocol in terms of conceptualization of the study, the study design, and the methods. SK wrote the first draft of the manuscript and MR, RJ, MM, HH, and HK read, edited, and approved the final version.</p>
      </fn>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
    </fn-group>
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