<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.0 20040830//EN" "journalpublishing.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="2.0" xml:lang="en" article-type="research-article"><front><journal-meta><journal-id journal-id-type="nlm-ta">JMIR Form Res</journal-id><journal-id journal-id-type="publisher-id">formative</journal-id><journal-id journal-id-type="index">27</journal-id><journal-title>JMIR Formative Research</journal-title><abbrev-journal-title>JMIR Form Res</abbrev-journal-title><issn pub-type="epub">2561-326X</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">v10i1e73780</article-id><article-id pub-id-type="doi">10.2196/73780</article-id><article-categories><subj-group subj-group-type="heading"><subject>Short Paper</subject></subj-group></article-categories><title-group><article-title>A Social Media Single Session Intervention Designed to Promote Healthier Social Media Use: Youth Focus Group Feedback</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Harness</surname><given-names>Jane</given-names></name><degrees>DO</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Domoff</surname><given-names>Sarah E</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Rollings</surname><given-names>Heide</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff3">3</xref><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Schleider</surname><given-names>Jessica L</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff5">5</xref></contrib></contrib-group><aff id="aff1"><institution>Department of Psychiatry, University of Michigan&#x2013;Ann Arbor</institution><addr-line>1500 East Medical Center</addr-line><addr-line>Ann Arbor</addr-line><addr-line>MI</addr-line><country>United States</country></aff><aff id="aff2"><institution>Department of Psychology, University at Albany, State University of New York</institution><addr-line>Albany</addr-line><addr-line>NY</addr-line><country>United States</country></aff><aff id="aff3"><institution>Michigan State University</institution><addr-line>East Lansing</addr-line><addr-line>MI</addr-line><country>United States</country></aff><aff id="aff4"><institution>Pine Rest Christian Mental Health Services</institution><addr-line>Grand Rapids</addr-line><addr-line>MI</addr-line><country>United States</country></aff><aff id="aff5"><institution>Department of Medical Social Sciences, Northwestern University Feinberg School of Medicine</institution><addr-line>Chicago</addr-line><addr-line>IL</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Mavragani</surname><given-names>Amaryllis</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Asnafi</surname><given-names>Amir Reza</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Ou</surname><given-names>Lihong</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Jane Harness, DO, Department of Psychiatry, University of Michigan&#x2013;Ann Arbor, 1500 East Medical Center, Ann Arbor, MI, United States, 1 (734) 764-0231; <email>janeehar@umich.edu</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>2</day><month>3</month><year>2026</year></pub-date><volume>10</volume><elocation-id>e73780</elocation-id><history><date date-type="received"><day>11</day><month>03</month><year>2025</year></date><date date-type="rev-recd"><day>28</day><month>12</month><year>2025</year></date><date date-type="accepted"><day>29</day><month>12</month><year>2025</year></date></history><copyright-statement>&#x00A9; Jane Harness, Sarah E Domoff, Heide Rollings, Jessica L Schleider. Originally published in JMIR Formative Research (<ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>), 2.3.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Formative Research, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>, as well as this copyright and license information must be included.</p></license><self-uri xlink:type="simple" xlink:href="https://formative.jmir.org/2026/1/e73780"/><abstract><sec><title>Background</title><p>The effects of social media use on an individual&#x2019;s well- or ill-being are highly contextualized to the individual&#x2019;s characteristics and their specific type of social media use. Youth have variable levels of insight about how social media affects them, knowledge about different ways they can change their use, and self-efficacy to make changes. Interventions designed to promote youth modifications of their social media use are needed to minimize harm in an individualized manner.</p></sec><sec><title>Objective</title><p>The objective of this study was to first develop a Social Media Single Session Intervention (SM SSI) intended to improve insight about effects of social media use on well/ill-being, knowledge of potential changes to make and self-efficacy to make changes and to gather youth feedback related to the SSI&#x2019;s acceptability, feasibility, perceived helpfulness and how it could best be implemented.</p></sec><sec sec-type="methods"><title>Methods</title><p>A total of 3 (one in-person and two virtual) focus groups were held between June and October 2024. Feedback from 7 youth aged 16&#x2010;20 (average age 17.43, SD 1.62) years was collected and summarized.</p></sec><sec sec-type="results"><title>Results</title><p>Summarized feedback from the focus groups indicated that the SM SSI is acceptable, feasible, and has the potential to help young people. Youth gave recommendations to include information about additional social media applications, to include an additional peer story exploring other specific challenges, and to include crisis resources. They generally enjoyed going through it together as a group and thought people would use it if assigned by school or a health provider or if they could earn credit for it.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Requested changes will be incorporated into a final iteration of the SM SSI to be piloted in a future study. This initial feedback shows promise that youth would find value in, learn from, and change behavior as a result of this SSI.</p></sec></abstract><kwd-group><kwd>social media</kwd><kwd>youth</kwd><kwd>mental health</kwd><kwd>single session intervention</kwd><kwd>online</kwd><kwd>web</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Research demonstrating both increases in ill-being and well-being associated with social media use led to conceptualizing social media influence on two separate spectra [<xref ref-type="bibr" rid="ref1">1</xref>]. Because social media experiences and users are unique, efforts have shifted towards education and intervention [<xref ref-type="bibr" rid="ref2">2</xref>]. Some youth are aware of how social media affects them and have made changes to their use due to this awareness [<xref ref-type="bibr" rid="ref3">3</xref>]; however, some youth may lack this insight, lack knowledge of potential changes to make, or lack the self-efficacy to make those changes. Because digital single session interventions (SSIs) are both highly accessible and effective for youth mental health concerns [<xref ref-type="bibr" rid="ref4">4</xref>-<xref ref-type="bibr" rid="ref6">6</xref>], we designed a SSI to improve youth insight about how social media affects them, knowledge about potential changes to make, and self-efficacy to make those changes. Key components of digital SSI&#x2019;s include relevant science summary, establishing user authority in the topic, user summarization of knowledge gained, and stories from peers [<xref ref-type="bibr" rid="ref7">7</xref>]. Digital SSIs are uniquely feasible as they remove barriers such as privacy concerns, transportation, and time. Motivational interviewing (MI) is a therapeutic gold standard approach to encourage behavior change [<xref ref-type="bibr" rid="ref8">8</xref>,<xref ref-type="bibr" rid="ref9">9</xref>] and has strengths in adaptability to digital platforms and autonomy promotion [<xref ref-type="bibr" rid="ref10">10</xref>]. Therefore, we took an MI-informed approach to create a SSI which invites ambivalence by exploring user likes and dislikes about social media use. This self-guided intervention complements school- [<xref ref-type="bibr" rid="ref11">11</xref>] and clinician-based [<xref ref-type="bibr" rid="ref12">12</xref>] educational interventions. The primary objective of this study was to gather youth feedback related to the SSI&#x2019;s acceptability. We were also interested in youth feedback about the SSI&#x2019;s feasibility, perceived helpfulness, and how it could best be implemented.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Procedure</title><p>Focus group participants (n=7) from a youth advisory board were hosted in person and virtually between June and Oct 2024. Focus groups lasted for 1&#x2010;2 hours and were recorded. The in-person focus group was hosted at the youth advisory board&#x2019;s usual meeting place and the virtual focus groups were hosted on a secure institutional Zoom meeting. One adult leader of the youth advisory board was present for all of the focus groups in addition to the PI and consultants. Inclusion criteria were age 14&#x2010;24 years and membership of a youth advisory board. After consent was obtained, youth were asked a few questions and then the digital social media single session intervention (SM SSI) was projected as feedback was requested page by page. Youth were asked questions at the end of the intervention to gather additional feedback. Please refer to <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref> for the full list of pre- and post-SSI questions.</p></sec><sec id="s2-2"><title>Intervention</title><p>The SM SSI was created on Computerized Intervention Authoring System (CIAS)[16]. <xref ref-type="fig" rid="figure1">Figure 1</xref> demonstrates screenshots of the SM SSI. The intervention is a self-guided 30-minute virtual experience. The intervention introduces thinking about social media&#x2019;s influence on both well-being and ill-being on separate spectrums with examples. Next, users are invited to read two vignettes about a teen&#x2019;s specific social media experience, quantify and qualify the social media experience&#x2019;s contribution to the teen&#x2019;s well/ill-being and devise advice for the teen in the story. Next, users are invited to think about social media&#x2019;s contribution to their own well/ill-being, positive and negative aspects and what they like and dislike about social media. They are asked what (if anything) they have done anything to change their social media use in the past and why. They are invited to watch 3 short (30&#x2010;61 s) videos about how to turn off like and view counts, how to set time limits, and how to change the content they are presented with on Instagram. They are asked if they think they will make changes to their social media settings and why or why not. Development of the SSI was guided by examples from Dr. Schleider&#x2019;s lab as she was a consultant for this project.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Example Images of the SM SSI. SM SSI: Social Media Single Session Intervention.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="formative_v10i1e73780_fig01.png"/></fig></sec><sec id="s2-3"><title>Participants</title><p>Participants were recruited from a youth advisory board. The advisory board leaders distributed study information and consent and assent forms to group members via email. Members were encouraged to read all the information and ask any questions via email to the study and advisory board leaders. Interested individuals let the advisory board leader know that they would like to participate and arrangements were made for either in person (one total on 6/26/2024) or virtual (two total on 10/22/2024 and 10/27/2024) focus groups.</p></sec><sec id="s2-4"><title>Ethical Considerations</title><p>The University of Michigan Institutional Review Board approved this study (HUM00242288). Parental consent was not necessary due to the minimal risk of the study. Guardians were allowed access to the SSI if they wished, but there were no requests. We reviewed the IRB approved consent form and electronic consent was obtained from all minor participants at the beginning of each focus group. Participants were compensated $100. Measures taken to promote privacy and confidentiality included separate collection of identifying information necessary for compensation purposes and removing identifying information from the transcripts.</p></sec><sec id="s2-5"><title>Data Analysis</title><p>Because of our small sample size, we did not use formal qualitative analysis of the transcripts. Transcripts from each focus group were combined and organized in chronological order by question and page of the SSI by the PI (JH). Feedback was further collapsed into key themes using an inductive approach. Topics were discussed among the other authors who attended the focus groups virtually (SED and HR).</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Demographic Information</title><p>A total of 7 youth provided feedback about the SM SSI. The average age of focus group participant was 17.43 (SD 1.62; range 16&#x2010;20) years. Our sample was 42.8% Asian (3/7), 28.6% Multiracial (Asian/White) (2/7), 14.2% Black (1/7), and 14.2% White (1/7); 100% female and 100% not Hispanic or Latinx. Feedback was organized into the three following categories.</p></sec><sec id="s3-2"><title>Acceptability of the SM SSI</title><p>Youth participants reported that they viewed the SM SSI and its content as helpful and enjoyable. They felt that the stories were realistic, although names should be changed. Participants shared that they would recommend it to all their friends or specific friends. They found the videos to be useful and even learned new information, with participants sharing that the how-to videos encourage change. Focus group participants appreciated that the tone of the SSI was partnership around shared goals rather than it being overly commanding.</p></sec><sec id="s3-3"><title>Recommended Changes to the SM SSI</title><p>Participants wanted one more story exploring comparison with peers on social media and concerns about their &#x201C;digital footprint.&#x201D; They wanted additional videos related to TikTok, Snapchat and artificial intelligence. One participant recommended including 988 and crisis information along with a link tree of other resources such as &#x201C;OK2SAY&#x201D; and additional videos. They also recommended adding information about the science related to social media and youth mental health. Feedback on smaller details included a less computer-like narrator, smoother transitions between the sections, deleting the captions in the videos (as they could be turned on if needed) and removing the video narrator from the screen.</p></sec><sec id="s3-4"><title>Implementation Recommendations</title><p>Some participants said that they might leave the free response questions blank. This led to discussions about how they preferred to go through it in a small group like we did during the focus group, with one participant sharing it was comforting to know they were not alone in thinking about this topic. Participants did not think that people would click on a social media advertisement for the SSI due to the prevalence of false advertising on social media, but would engage if it was assigned by their school. One person thought that it would be a good precollege class registration requirement. A QR code for the SSI on a poster at school or work would be feasible. They suggested that people could earn a certificate to be displayed on their LinkedIn page if it was offered there. One participant suggested SM SSI administration in a clinical setting by a doctor or therapist.</p></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><p>The focus group feedback gathered during this study shows promise that youth would find value in, learn from, and change behavior as a result of this SSI. They appreciated the collaborative style over a commanding or didactic style. The main recommendations were to make further additions. The stylistic recommendations will be incorporated into the next iteration of this SSI to be put forward for further piloting. Youth provided valuable insight that they would be unlikely to click on a social media ad taking them to the intervention&#x2019;s external website due to concern about false advertising. A systematic scoping review of interventions for adolescents with chronic health conditions [<xref ref-type="bibr" rid="ref13">13</xref>], emphasized the importance of leveraging social media in future interventions rather than requiring an app download [<xref ref-type="bibr" rid="ref14">14</xref>]. Interventions involving social media content are possible: adaptation of the #chatsafe guidelines for social media involved co-design with youth to create a resonant social media campaign about communicating safely about suicide on social media [<xref ref-type="bibr" rid="ref15">15</xref>]. Youth involved in the co-design process also indicated a need for linked resources [<xref ref-type="bibr" rid="ref15">15</xref>].</p><p>A limitation of this work is that we received feedback from only females and youth who reside in a small geographic area. Social desirability bias is likely due to the nature of the group setting. Minimizing social media harms has the potential to significantly influence a person&#x2019;s life. An online self-guided SSI on this topic could promote equity by supplementing the heterogeneous information youth receive.</p></sec></body><back><ack><p>We used Computerized Intervention Authoring System (CIAS) for creation of the SSI. The website can be found here [<xref ref-type="bibr" rid="ref16">16</xref>]. Generative AI was not used in any portion of the manuscript generation.</p></ack><notes><sec><title>Funding</title><p>Funding for this study was provided by the Research Scouts at Michigan Medicine OORRS033123 and The Ouida Scholar Award at Michigan Medicine.</p></sec></notes><fn-group><fn fn-type="conflict"><p>SED receives honoraria to present research on problematic media use at non-profit organizations, schools, and hospital/health systems. She has consulted with health systems and private practice clinics on problematic media use and mental health. In 2023, SED consulted with Pixel Digital Health, LLC, on their school-based prevention curriculum. She was on the board of the Smart Gen Society until May 2024. JH receives research funding through the American Foundation for Suicide Prevention (AFSP), the Ouida Scholar Award (University of Michigan) and the Research Scouts (University of Michigan). All other authors report no conflicts of interest.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">CIAS</term><def><p>computerized intervention authoring system</p></def></def-item><def-item><term id="abb2">MI</term><def><p>motivational interviewing</p></def></def-item><def-item><term id="abb3">SM SSI</term><def><p>social media single session intervention</p></def></def-item><def-item><term id="abb4">SSI</term><def><p>single session interventions</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Valkenburg</surname><given-names>PM</given-names> </name><name name-style="western"><surname>Meier</surname><given-names>A</given-names> </name><name name-style="western"><surname>Beyens</surname><given-names>I</given-names> </name></person-group><article-title>Social media use and its impact on adolescent mental health: an umbrella review of the evidence</article-title><source>Curr Opin Psychol</source><year>2022</year><month>04</month><volume>44</volume><fpage>58</fpage><lpage>68</lpage><pub-id pub-id-type="doi">10.1016/j.copsyc.2021.08.017</pub-id><pub-id pub-id-type="medline">34563980</pub-id></nlm-citation></ref><ref id="ref2"><label>2</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Harness</surname><given-names>J</given-names> </name><name name-style="western"><surname>Domoff</surname><given-names>SE</given-names> </name><name name-style="western"><surname>Rollings</surname><given-names>H</given-names> </name></person-group><article-title>Social media use and youth mental health: intervention-focused future directions</article-title><source>Curr Psychiatry Rep</source><year>2023</year><month>12</month><volume>25</volume><issue>12</issue><fpage>865</fpage><lpage>871</lpage><pub-id pub-id-type="doi">10.1007/s11920-023-01476-y</pub-id><pub-id pub-id-type="medline">38008814</pub-id></nlm-citation></ref><ref id="ref3"><label>3</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Harness</surname><given-names>J</given-names> </name><name name-style="western"><surname>Fitzgerald</surname><given-names>K</given-names> </name><name name-style="western"><surname>Sullivan</surname><given-names>H</given-names> </name><name name-style="western"><surname>Selkie</surname><given-names>E</given-names> </name></person-group><article-title>Youth insight about social media effects on well/ill-being and self-modulating efforts</article-title><source>J Adolesc Health</source><year>2022</year><month>09</month><volume>71</volume><issue>3</issue><fpage>324</fpage><lpage>333</lpage><pub-id pub-id-type="doi">10.1016/j.jadohealth.2022.04.011</pub-id><pub-id pub-id-type="medline">35691849</pub-id></nlm-citation></ref><ref id="ref4"><label>4</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schleider</surname><given-names>J</given-names> </name><name name-style="western"><surname>Weisz</surname><given-names>J</given-names> </name></person-group><article-title>A single&#x2010;session growth mindset intervention for adolescent anxiety and depression: 9&#x2010;month outcomes of a randomized trial</article-title><source>Child Psychology Psychiatry</source><year>2018</year><month>02</month><volume>59</volume><issue>2</issue><fpage>160</fpage><lpage>170</lpage><pub-id pub-id-type="doi">10.1111/jcpp.12811</pub-id></nlm-citation></ref><ref id="ref5"><label>5</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schleider</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Dobias</surname><given-names>M</given-names> </name><name name-style="western"><surname>Sung</surname><given-names>J</given-names> </name><name name-style="western"><surname>Mumper</surname><given-names>E</given-names> </name><name name-style="western"><surname>Mullarkey</surname><given-names>MC</given-names> </name></person-group><article-title>Acceptability and utility of an open-access, online single-session intervention platform for adolescent mental health</article-title><source>JMIR Ment Health</source><year>2020</year><month>06</month><day>30</day><volume>7</volume><issue>6</issue><fpage>e20513</fpage><pub-id pub-id-type="doi">10.2196/20513</pub-id><pub-id pub-id-type="medline">32602846</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="other"><person-group person-group-type="author"><name name-style="western"><surname>Schleider</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Mullarkey</surname><given-names>MC</given-names> </name><name name-style="western"><surname>Fox</surname><given-names>K</given-names> </name><etal/></person-group><article-title>A randomized trial of online single session interventions for adolescent depression during COVID-19</article-title><source>PsyArXiv</source><comment>Preprint posted online on 2021</comment><pub-id pub-id-type="doi">10.31234/osf.io/ved4p</pub-id></nlm-citation></ref><ref id="ref7"><label>7</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schleider</surname><given-names>JL</given-names> </name><name name-style="western"><surname>Dobias</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Sung</surname><given-names>JY</given-names> </name><name name-style="western"><surname>Mullarkey</surname><given-names>MC</given-names> </name></person-group><article-title>Future directions in single-session youth mental health interventions</article-title><source>Journal of Clinical Child &#x0026; Adolescent Psychology</source><year>2020</year><month>03</month><day>3</day><volume>49</volume><issue>2</issue><fpage>264</fpage><lpage>278</lpage><pub-id pub-id-type="doi">10.1080/15374416.2019.1683852</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Cushing</surname><given-names>CC</given-names> </name><name name-style="western"><surname>Jensen</surname><given-names>CD</given-names> </name><name name-style="western"><surname>Miller</surname><given-names>MB</given-names> </name><name name-style="western"><surname>Leffingwell</surname><given-names>TR</given-names> </name></person-group><article-title>Meta-analysis of motivational interviewing for adolescent health behavior: efficacy beyond substance use</article-title><source>J Consult Clin Psychol</source><year>2014</year><month>12</month><volume>82</volume><issue>6</issue><fpage>1212</fpage><lpage>1218</lpage><pub-id pub-id-type="doi">10.1037/a0036912</pub-id><pub-id pub-id-type="medline">24841861</pub-id></nlm-citation></ref><ref id="ref9"><label>9</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Burke</surname><given-names>BL</given-names> </name><name name-style="western"><surname>Dunn</surname><given-names>CW</given-names> </name><name name-style="western"><surname>Atkins</surname><given-names>DC</given-names> </name><name name-style="western"><surname>Phelps</surname><given-names>JS</given-names> </name></person-group><article-title>The emerging evidence base for motivational interviewing: a meta-analytic and qualitative inquiry</article-title><source>J Cogn Psychother</source><year>2004</year><month>10</month><volume>18</volume><issue>4</issue><fpage>309</fpage><lpage>322</lpage><pub-id pub-id-type="doi">10.1891/jcop.18.4.309.64002</pub-id></nlm-citation></ref><ref id="ref10"><label>10</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bahri</surname><given-names>AA</given-names> </name></person-group><article-title>Motivational interviewing to promote healthy lifestyle behaviors: evidence, implementation, and digital applications</article-title><source>J Multidiscip Healthc</source><year>2025</year><volume>18</volume><fpage>6629</fpage><lpage>6642</lpage><pub-id pub-id-type="doi">10.2147/JMDH.S557957</pub-id><pub-id pub-id-type="medline">41104302</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="web"><article-title>Social media and mental health curriculum</article-title><source>American Academy of Pediatrics</source><access-date>2024-12-05</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.aap.org/en/patient-care/media-and-children/center-of-excellence-on-social-media-and-youth-mental-health/qa-portal/qa-portal-library/qa-portal-library-questions/social-media-and-mental-health-curriculum/">https://www.aap.org/en/patient-care/media-and-children/center-of-excellence-on-social-media-and-youth-mental-health/qa-portal/qa-portal-library/qa-portal-library-questions/social-media-and-mental-health-curriculum/</ext-link></comment></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Harness</surname><given-names>J</given-names> </name><name name-style="western"><surname>Mohiuddin</surname><given-names>S</given-names> </name></person-group><article-title>Advising modulation of social media use with patients: how an educational video for medical trainees shows promise</article-title><source>Acad Psychiatry</source><year>2023</year><month>04</month><volume>47</volume><issue>2</issue><fpage>222</fpage><lpage>223</lpage><pub-id pub-id-type="doi">10.1007/s40596-022-01736-8</pub-id><pub-id pub-id-type="medline">36479672</pub-id></nlm-citation></ref><ref id="ref13"><label>13</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sayegh</surname><given-names>C</given-names> </name><name name-style="western"><surname>Ong</surname><given-names>E</given-names> </name><name name-style="western"><surname>Gebeyehu</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Contemporary social media interventions for adolescents with chronic health conditions: a systematic scoping review</article-title><source>Journal of Adolescent Health</source><year>2025</year><month>11</month><volume>77</volume><issue>5</issue><fpage>810</fpage><lpage>827</lpage><pub-id pub-id-type="doi">10.1016/j.jadohealth.2025.04.008</pub-id></nlm-citation></ref><ref id="ref14"><label>14</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Psihogios</surname><given-names>AM</given-names> </name></person-group><article-title>Realigning digital health with youth culture: a case for social media-based interventions</article-title><source>J Adolesc Health</source><year>2025</year><month>11</month><volume>77</volume><issue>5</issue><fpage>797</fpage><lpage>798</lpage><pub-id pub-id-type="doi">10.1016/j.jadohealth.2025.08.003</pub-id><pub-id pub-id-type="medline">41173581</pub-id></nlm-citation></ref><ref id="ref15"><label>15</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Thorn</surname><given-names>P</given-names> </name><name name-style="western"><surname>Hill</surname><given-names>NT</given-names> </name><name name-style="western"><surname>Lamblin</surname><given-names>M</given-names> </name><etal/></person-group><article-title>Developing a suicide prevention social media campaign with young people (The #Chatsafe Project): co-design approach</article-title><source>JMIR Ment Health</source><year>2020</year><month>05</month><volume>7</volume><issue>5</issue><fpage>e17520</fpage><pub-id pub-id-type="doi">10.2196/17520</pub-id></nlm-citation></ref><ref id="ref16"><label>16</label><nlm-citation citation-type="web"><article-title>Computerized Intervention Authoring System (CIAS)</article-title><access-date>2026-02-17</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.cias.app/">https://www.cias.app/</ext-link></comment></nlm-citation></ref></ref-list><app-group><supplementary-material id="app1"><label>Multimedia Appendix 1</label><p>Focus group questions.</p><media xlink:href="formative_v10i1e73780_app1.docx" xlink:title="DOCX File, 17 KB"/></supplementary-material></app-group></back></article>