<?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">v9i1e75623</article-id><article-id pub-id-type="doi">10.2196/75623</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Developing eHealth Interventions to Improve Diabetes Management in Emerging Adulthood: Qualitative Formative Study</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Idalski Carcone</surname><given-names>April</given-names></name><degrees>MSW, PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Baskar</surname><given-names>Deepika</given-names></name><degrees>BS</degrees><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Mahmood</surname><given-names>Aishah</given-names></name><degrees>BS</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>MacDonell</surname><given-names>Karen</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Eggly</surname><given-names>Susan</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff4">4</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Ghosh</surname><given-names>Samiran</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff5">5</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Buggs-Saxton</surname><given-names>Colleen</given-names></name><degrees>MD, PhD</degrees><xref ref-type="aff" rid="aff6">6</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Ondersma</surname><given-names>Steven J</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff7">7</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Ellis</surname><given-names>Deborah A</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib></contrib-group><aff id="aff1"><institution>Department of Family Medicine and Public Health Sciences, School of Medicine, Wayne State University</institution><addr-line>6135 Woodward Avenue, 3128 Integrative Biosciences Center</addr-line><addr-line>Detroit</addr-line><addr-line>MI</addr-line><country>United States</country></aff><aff id="aff2"><institution>Department of Chronic Disease Epidemiology, School of Public Health, Yale University</institution><addr-line>New Haven</addr-line><addr-line>CT</addr-line><country>United States</country></aff><aff id="aff3"><institution>Center for Translational Behavioral Science, Department of Behavioral Sciences and Social Medicine, Florida State University</institution><addr-line>Tallahassee</addr-line><addr-line>FL</addr-line><country>United States</country></aff><aff id="aff4"><institution>Department of Oncology, School of Medicine, Wayne State University</institution><addr-line>Detroit</addr-line><addr-line>MI</addr-line><country>United States</country></aff><aff id="aff5"><institution>Department of Biostatistics and Data Science, School of Public Health, The University of Texas Health Science Center at Houston</institution><addr-line>Houston</addr-line><addr-line>TX</addr-line><country>United States</country></aff><aff id="aff6"><institution>Department of Pediatrics, School of Medicine, Wayne State University</institution><addr-line>Detroit</addr-line><addr-line>MI</addr-line><country>United States</country></aff><aff id="aff7"><institution>Charles Stewart Mott Department of Public Health, College of Human Medicine, Michigan State University</institution><addr-line>Flint</addr-line><addr-line>MI</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Stone</surname><given-names>Alicia</given-names></name></contrib><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>Cronin</surname><given-names>Camille</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>Skovlund</surname><given-names>Soren</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to April Idalski Carcone, MSW, PhD, Department of Family Medicine and Public Health Sciences, School of Medicine, Wayne State University, 6135 Woodward Avenue, 3128 Integrative Biosciences Center, Detroit, MI, 48202, United States, 1 313-577-1057; <email>acarcone@med.wayne.edu</email></corresp></author-notes><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>27</day><month>11</month><year>2025</year></pub-date><volume>9</volume><elocation-id>e75623</elocation-id><history><date date-type="received"><day>07</day><month>04</month><year>2025</year></date><date date-type="rev-recd"><day>17</day><month>10</month><year>2025</year></date><date date-type="accepted"><day>30</day><month>10</month><year>2025</year></date></history><copyright-statement>&#x00A9; April Idalski Carcone, Deepika Baskar, Aishah Mahmood, Karen MacDonell, Susan Eggly, Samiran Ghosh, Colleen Buggs-Saxton, Steven J Ondersma, Deborah A Ellis. Originally published in JMIR Formative Research (<ext-link ext-link-type="uri" xlink:href="https://formative.jmir.org">https://formative.jmir.org</ext-link>), 27.11.2025. </copyright-statement><copyright-year>2025</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/2025/1/e75623"/><abstract><sec><title>Background</title><p>Emerging adulthood is a high-risk period during which many with type 1 diabetes demonstrate suboptimal diabetes management and glycemic control. There is a need for effective, scalable interventions designed specifically for this population. Technology-based approaches are readily accessible to this age group. Furthermore, interventions consistent with self-determination theory&#x2014;which posits that the fulfillment of psychological needs for autonomy, self-efficacy, and relatedness promotes intrinsic motivation for change&#x2014;may resonate well with emerging adults&#x2019; developmental needs for establishing independence and autonomy, and growing their social network.</p></sec><sec><title>Objective</title><p>This study aimed to enhance the potential relevance, sustainability, and efficacy of 3 self-determination theory&#x2013;informed mobile health intervention components and content for emerging adults with type 1 diabetes. Key areas of interest included emerging adults&#x2019; perspectives on the use of cultural tailoring, developmental relevance of content, and delivery preferences.</p></sec><sec sec-type="methods"><title>Methods</title><p>In this qualitative formative study, 20 emerging adults reviewed and provided feedback on 3 newly developed intervention components via individual interviews. Ten reviewed the motivation enhancement system, a 2-session counseling intervention grounded in motivational interviewing and designed to enhance emerging adults&#x2019; autonomy and self-efficacy for diabetes self-management. Ten reviewed the SMS text messaging reminder intervention (one-way text message reminders to complete diabetes care) and the question prompt list (a list of questions related to diabetes care designed to increase patients&#x2019; active participation during medical visits). Interviews were analyzed using framework matrix analysis, an efficient approach to inductive thematic analysis.</p></sec><sec sec-type="results"><title>Results</title><p>Emerging adults found all 3 interventions acceptable and helpful. They noted the interventions&#x2019; <italic>integration into the technology</italic> they already use as a strength. Across interventions, emerging adults also expressed a preference for culturally tailored intervention content, including intervention examples, actors, and language representing their illness experience, identity, and personal preferences. Intervention-specific feedback suggested emerging adults liked motivation enhancement system intervention elements that were engaging (videos) and relatable (peer testimonials), and supported their growing autonomy and independence. For SMS text messaging reminders, emerging adults appreciated the straightforward nature of the reminders and recommended more directive messages. They appreciated the range of topics and variety of messages. Suggestions included making the messages more impactful (eg, direct, personalized, and engaging, such as using emojis). Emerging adults saw the question prompt list content areas as relevant and well-aligned with their concerns highlighting the topic of transitioning to adult life with diabetes as particularly salient.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Emerging adult feedback supports the acceptability and use of these intervention components and will be used to refine the interventions. Feedback was especially positive regarding cultural and other tailoring efforts, as well as content directed at their pending transition to full independence. At the same time, their input suggests the need for multiple specific modifications, highlighting the importance of intensive and detailed feedback from end users.</p></sec></abstract><kwd-group><kwd>emerging adults</kwd><kwd>young adults</kwd><kwd>type 1 diabetes</kwd><kwd>behavioral intervention</kwd><kwd>eHealth</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Type 1 diabetes (T1D) management is complex, demanding, and primarily under the control of the individual [<xref ref-type="bibr" rid="ref1">1</xref>]. Diabetes management often deteriorates during adolescence, affecting every component of diabetes care [<xref ref-type="bibr" rid="ref2">2</xref>-<xref ref-type="bibr" rid="ref5">5</xref>]. Once thought to be temporary, evidence suggests suboptimal diabetes management and glycemic control can persist into emerging adulthood [<xref ref-type="bibr" rid="ref6">6</xref>,<xref ref-type="bibr" rid="ref7">7</xref>]. Emerging adulthood spans adolescence and young adulthood (roughly aged 18&#x2010;25 y) and is characterized by growing independence, identity consolidation, and multiple life transitions [<xref ref-type="bibr" rid="ref8">8</xref>]. Some have described emerging adulthood as the &#x201C;most volatile years of life&#x201D; [<xref ref-type="bibr" rid="ref8">8</xref>].</p><p>Emerging adults self-report suboptimal diabetes management [<xref ref-type="bibr" rid="ref5">5</xref>] demonstrating infrequent blood glucose monitoring (&#x003C;1 test per day [<xref ref-type="bibr" rid="ref9">9</xref>]) and suboptimal continuous glucose monitoring (CGM) wear rates [<xref ref-type="bibr" rid="ref10">10</xref>]. Emerging adults have the worst glycemic health indicators of any age group [<xref ref-type="bibr" rid="ref11">11</xref>], with hemoglobin A<sub>1c</sub> (HbA<sub>1c</sub>) levels averaging from 8.4% to 9.3% [<xref ref-type="bibr" rid="ref5">5</xref>,<xref ref-type="bibr" rid="ref9">9</xref>] (levels &#x003C;7% are recommended [<xref ref-type="bibr" rid="ref12">12</xref>]); 83% fail to meet glycemic recommendations [<xref ref-type="bibr" rid="ref9">9</xref>]. More concerning, by the age of 21 years, 32% of emerging adults have at least 1 diabetes-related complication or comorbidity [<xref ref-type="bibr" rid="ref13">13</xref>]. Suboptimal diabetes management in emerging adults is related to decreased parental involvement in daily activities and increased reliance on peer and other support [<xref ref-type="bibr" rid="ref8">8</xref>], transitioning from pediatric to adult clinical care, and infrequent clinic attendance [<xref ref-type="bibr" rid="ref14">14</xref>].</p><p>While the challenges of managing T1D during emerging adulthood are well described [<xref ref-type="bibr" rid="ref15">15</xref>-<xref ref-type="bibr" rid="ref18">18</xref>], few efficacious interventions specifically designed for emerging adults with T1D have been developed. To date, the majority of emerging adult T1D intervention research has examined the use of advanced diabetes management technology (eg, CGM) [<xref ref-type="bibr" rid="ref19">19</xref>-<xref ref-type="bibr" rid="ref21">21</xref>] and closed-loop insulin delivery [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>] or on optimizing the transition from the pediatric to the adult health care systems [<xref ref-type="bibr" rid="ref24">24</xref>-<xref ref-type="bibr" rid="ref26">26</xref>]. Other approaches are rare, with mixed results. In a pilot clinical trial of REAL-T, an occupational therapy intervention targeting diabetes management and its social ecology, the intervention improved glycemic control (HbA<sub>1c</sub>), diabetes-related quality of life, and blood glucose monitoring habits among emerging adults with T1D and type 2 diabetes. However, blood glucose monitoring and medication adherence behaviors were unchanged, as were mediators of behavior change (diabetes knowledge, problem-solving, and self-efficacy) [<xref ref-type="bibr" rid="ref27">27</xref>]. Subsequently, a fully powered clinical trial of REAL-T for emerging adults with T1D, delivered via telehealth, showed improved diabetes-related quality of life and diabetes distress, but no change in glycemic outcomes, diabetes self-management, self-efficacy, or autonomy [<xref ref-type="bibr" rid="ref28">28</xref>]. The Colorado Young Adults with T1D intervention combined telehealth clinical diabetes care with virtual peer support groups to improve diabetes outcomes (HbA<sub>1c</sub>, diabetes-related distress, depression, and self-efficacy) [<xref ref-type="bibr" rid="ref29">29</xref>]. In a randomized controlled trial, per protocol analyses showed that participants in the active condition demonstrated significant improvement in glycemic control and CGM use, but depression symptoms increased, and diabetes distress and self-efficacy were unchanged. Intention-to-treat analyses were not published, and intervention participation rates were low, as 53% did not attend a single session. FAMS-T1D (Family and Friend Activation to Motivate Self-Care), a mobile health (mHealth) intervention to improve emerging adults&#x2019; self- and social-regulation, was tested in a pilot clinical trial (single group, and pretest or posttest design) and shown to be well-received (79% of those approached agreed to participate and 93% were retained). After intervention, emerging adults demonstrated improved diabetes management, self-efficacy, and diabetes distress, but changes in glycemic control were not statistically or clinically significant [<xref ref-type="bibr" rid="ref30">30</xref>]. Other interventions for emerging adults demonstrate a similar pattern of either low engagement or limited improvement in glycemic outcomes [<xref ref-type="bibr" rid="ref31">31</xref>-<xref ref-type="bibr" rid="ref34">34</xref>].</p><p>Capitalizing on emerging adults&#x2019; unique developmental stage, in which feelings of autonomy and self-efficacy are paramount, may be key to intervention efficacy. Self-determination theory (SDT) [<xref ref-type="bibr" rid="ref35">35</xref>] is an empirically derived theory of human motivation that posits three innate psychological needs: competence, relatedness, and autonomy. According to SDT, fulfilling these needs enhances intrinsic motivation and facilitates behavior change. To illustrate, autonomy-supportive communication by diabetes providers has been associated with better diabetes management in adolescents [<xref ref-type="bibr" rid="ref36">36</xref>] and adults [<xref ref-type="bibr" rid="ref37">37</xref>]. Because of their salient developmental need for independence, autonomy-focused interventions grounded in SDT may be particularly effective with emerging adults.</p><p>Unfortunately, there are few examples of autonomy-supportive interventions to improve diabetes outcomes in emerging adults with T1D. Guided self-determination (GSD) is an autonomy-oriented approach to shared decision-making involving the completion of 8 reflection worksheets over 8 to 12 months, which are discussed in 1-hour sessions with diabetes clinicians. While GSD increased adolescents&#x2019; perceptions of autonomy and decreased amotivation for diabetes self-management, it did not improve glycemic control [<xref ref-type="bibr" rid="ref38">38</xref>]. Furthermore, 20% refused to participate, and 30% of those allocated to GSD did not complete the intervention. GSD for adults was reduced to 7 worksheets, or sessions, and clinical trial results indicated GSD improved diabetes distress, diabetes competence, amotivation, and perceptions of provider autonomy-supportive communication, but only improved glycemic control for women in the trial [<xref ref-type="bibr" rid="ref39">39</xref>]. In addition, 25% of participants (age: mean 25.7, SD 5.1 y) either discontinued or failed to initiate treatment; completers required additional sessions (median 8; <italic>R</italic>=5&#x2010;14) to complete treatment. An online version of GSD for emerging adults improved autonomous motivation and perceptions of provider support for autonomy but did not impact glycemic control [<xref ref-type="bibr" rid="ref31">31</xref>]. Online GSD was insufficient to improve engagement, as 65% of emerging adults failed to initiate treatment, only 28% of initiators completed treatment, and 66% were lost to follow-up at 6 months. Autonomy-supportive T1D camp (a 6-day experience intentionally designed to leverage SDT during diabetes education, meal planning assistance, camper-led parent training, glucose management, as well as typical camp activities) increased adolescents&#x2019; (aged 13&#x2010;18 y) sense of relatedness, but autonomy and competence remained unchanged; glycemic control was not examined [<xref ref-type="bibr" rid="ref40">40</xref>]. Neither study examined the effect of autonomy-supportive interventions on diabetes self-management behavior.</p><p>This study was conducted in preparation for a larger clinical trial testing an autonomy-supportive intervention to improve diabetes self-management among older adolescents and emerging adults (aged 16&#x2010;25 y) with T1D and an elevated HbA<sub>1c</sub> &#x2265;9% [<xref ref-type="bibr" rid="ref41">41</xref>]. The goal of this formative research was to enhance the potential relevance, sustainability, and efficacy of 3 SDT-informed mHealth intervention components to promote diabetes management and glycemic control and related intervention content for emerging adults with T1D by soliciting feedback from emerging adults with T1D and their recommendations for improving the interventions. Key areas of interest included emerging adults&#x2019; perspectives on the use of cultural tailoring, developmental relevance of content, and preferences for delivery logistics.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Design</title><p>Emerging adults with T1D participated in a single study visit during which they completed a brief demographic survey and reviewed either the motivation enhancement system (MES) intervention (10/20, 50%) or the text and question prompt list (QPL) interventions (10/20, 50%). Data were collected via a semistructured qualitative interview to obtain feedback on intervention content, delivery format, and suggestions for improvement.</p></sec><sec id="s2-2"><title>Participants</title><p>Emerging adults were recruited from a university-affiliated tertiary care outpatient diabetes clinic located in Detroit, Michigan, a large metropolitan city in the midwestern United States. Study inclusion criteria were individuals aged 16 to 25 years (inclusive) with a diagnosis of T1D for at least 6 months and HbA<sub>1c</sub> greater than or equal to 9% currently and over the prior 6 months, English language fluency, and residence within 30 miles of the recruitment location. Exclusion criteria were determined via medical chart review and limited to medical diagnoses requiring atypical diabetes care or mental health conditions and developmental learning disabilities that resulted in the inability to independently participate in the study.</p><p>Potentially eligible emerging adults were identified via medical chart review. The initial data pull identified 701 potentially eligible emerging adults. Of these, 511 (73%) did not meet one or more study inclusion criteria. Research staff mailed a study introduction letter to 190 study-eligible emerging adults, or their caregivers when the emerging adults were aged &#x003C;18 years. After a 2-week opt-out period, research staff followed up these letters with telephone calls to explain the details of the study, confirm study eligibility, and enroll interested, eligible emerging adults. Emerging adults were enrolled on a rolling basis until the target sample size of 10 emerging adults to review the MES intervention was achieved. This process was repeated for the review of the text and QPL interventions. A total of 20 emerging adults were enrolled, and 4 declined to participate.</p></sec><sec id="s2-3"><title>Procedures</title><p>Standardized procedures were used to minimize barriers to study participation and increase the integrity of the data collected. Study visits were completed using 2 strategies designed to overcome common barriers to participation (eg, lack of transportation). Initially, research staff conducted all study visits in emerging adults&#x2019; homes. Emerging adults used a study tablet to complete a brief demographic questionnaire via Qualtrics XM [<xref ref-type="bibr" rid="ref42">42</xref>] and to review one or more of the intervention components. Research staff then engaged emerging adults in a semistructured qualitative interview. In March 2020, all study visits were transitioned from the home setting to online video conference calls due to the onset of the COVID-19 pandemic. The same procedures were followed, with minor modifications for the virtual context. Specifically, the consent or assent forms were emailed to study participants in advance of the study visit, and the study staff displayed them using the screen-sharing feature. Emerging adults completed the demographic questionnaire via a link sent via the videoconference software chat feature or verbally responded to the questions displayed via the screen-sharing feature. Similarly, research staff sent links to the online intervention components for emerging adults to review the intervention content, or research staff walked emerging adults through the intervention component using the screen-sharing feature.</p></sec><sec id="s2-4"><title>Interventions</title><p>All 3 interventions were developed and delivered using the Computerized Intervention Authorizing Software, version 3.0 (CIAS 3.0; Michigan State University) [<xref ref-type="bibr" rid="ref43">43</xref>], a no-code Software-as-a-Service platform allowing development of interactive mobile web apps and SMS text messaging interventions without coding. The MES and QPL interventions were delivered via a link to a CIAS 3.0 intervention session, which will be texted to participants in the clinical trial. Both interventions leveraged CIAS 3.0&#x2019;s interactive and emotive narrator. Consistent with human-computer interaction research [<xref ref-type="bibr" rid="ref44">44</xref>], this narrator functions as an engaging guide throughout the intervention by reading text displayed on the screen and displaying emotional responses, such as surprise, sadness, or thoughtfulness, as appropriate. SMS text messaging was deployed by CIAS 3.0 as text messages. All 3 interventions were reviewed by a pediatric endocrinologist for clinical relevance prior to feasibility testing.</p><p>The MES is a brief (&#x003C;15 min), 2-session, mHealth, counseling intervention grounded in motivational interviewing [<xref ref-type="bibr" rid="ref45">45</xref>-<xref ref-type="bibr" rid="ref48">48</xref>] and the Information-Motivation-Behavioral Skills model of health behavior change [<xref ref-type="bibr" rid="ref49">49</xref>,<xref ref-type="bibr" rid="ref50">50</xref>]. The Information-Motivation-Behavioral Skills model posits that behavior change results from the joint function of 3 critical components: accurate information about risk behaviors (eg, risks of suboptimal diabetes self-management) or their replacement behaviors (eg, benefits of effective diabetes self-management), motivation to change behavior, and behavioral skills necessary to perform the behavior (eg, self-efficacy). Motivational interviewing is an evidence-based strategy to optimize behavior change through the use of client-centered and goal-oriented directive communication to enhance intrinsic motivation and self-efficacy. MES content was developed to align with the needs and experiences of emerging adults. Specifically, we chose language emphasizing emerging adults&#x2019; diabetes self-management autonomy and curated content to be developmentally consistent with emerging adults&#x2019; experiences, including the reasons to engage in self-management activities, potential past successes, and personal strengths or weaknesses. Session 1 began with psychoeducation about the target behavior (ie, 3 key components of diabetes management referred to as &#x201C;The 3Ms&#x201D;: glucose monitoring, insulin administration [medicine], and dietary management [meals]) delivered via video clips from an endocrinologist and supported with a peer testimonial (emerging adults chose from 2 peer testimonials, one depicting a Black male and the other a Black female). Participants then advanced through motivation-enhancing exercises designed to increase feelings of autonomy and self-efficacy for changing the targeted illness behavior (ie, diabetes management). Session 1 ended with goal setting with three options: (1) completing the targeted illness behavior as recommended (ie, doing all diabetes care every day), (2) increasing the targeted illness behavior (ie, do more diabetes care every day), and (3) thinking more about changing one&#x2019;s behavior, an autonomy-supportive option for those not yet ready to change their behavior. We then offered behavioral strategies to support goal attainment: setting reminders, establishing cues, and enlisting social support. Session 2 began by eliciting progress toward the diabetes care goal established in session 1 and then continued to grow motivation using motivation-enhancing exercises. In session 2, participants were asked which strategies they used and whether the strategies were helpful for completing diabetes care. Participants were then given the option to revisit the behavioral strategies information and reselect strategies to use.</p><p>The second intervention component was one-way tailored SMS text messages to remind emerging adults to complete their diabetes care. SMS text message reminders were grounded in social cognitive theory, which states that the individual, the behavior, and the environment reciprocally interact and influence one another [<xref ref-type="bibr" rid="ref51">51</xref>]. Applied to diabetes self-management, SMS text message reminders promote self-management by providing an external prompt (environment) to the individual to complete the task. This process increases the likelihood of task completion, which leads to perceptions of control over the health behavior (autonomy), fosters feelings of competence (self-efficacy), and supports goal attainment [<xref ref-type="bibr" rid="ref52">52</xref>-<xref ref-type="bibr" rid="ref57">57</xref>]. SMS text message interventions may also generate feelings of social support [<xref ref-type="bibr" rid="ref58">58</xref>], even when patients know the SMS text messages are automated [<xref ref-type="bibr" rid="ref55">55</xref>]. SMS text messaging was adapted from a similar intervention to increase medication adherence for emerging adults with uncontrolled moderate-to-severe persistent asthma [<xref ref-type="bibr" rid="ref59">59</xref>]. The asthma intervention consisted of 30 days of once-daily medication reminders via one-way SMS text message. In this study, we updated the content of the messages to reflect &#x2018;The 3Ms&#x201D; (ie, insulin administration, blood glucose testing, and carbohydrate counting). Texting was tailored to emerging adults&#x2019; preferences in two ways: emerging adults chose to receive reminders for one specific diabetes care component or a general reminder to complete &#x201C;all their diabetes care,&#x201D; and selected the time of day reminders were delivered.</p><p>The third intervention was a QPL, a communication tool to empower patients to actively participate during medical visits by asking questions and stating concerns and preferences [<xref ref-type="bibr" rid="ref60">60</xref>,<xref ref-type="bibr" rid="ref61">61</xref>]. QPLs are comprised of lists of questions related to the physical and psychosocial aspects of illness and illness treatment that patients may want to ask their physicians or other clinicians during a clinic visit. The theoretical foundation for the QPL resides in social cognitive theory, which posits that behavioral performance is largely a function of confidence in one&#x2019;s ability to perform the behavior (self-efficacy) and the expectation that the behavior will result in the desired outcome [<xref ref-type="bibr" rid="ref62">62</xref>]. Patients prepared with a QPL are more likely to ask questions and state their concerns, enabling shared decision-making and bolstering self-efficacy. The QPL was based on a similar tool designed to increase patients&#x2019; participation during oncology treatment interactions [<xref ref-type="bibr" rid="ref63">63</xref>,<xref ref-type="bibr" rid="ref64">64</xref>]. The QPL was developed by first compiling diabetes-related questions gleaned from a literature search, web-based resources, and consultation with 3 diabetes medical care providers. Questions addressed common concerns in the 3Ms&#x2019; domains and emerging adult-specific topics (eg, impact of tobacco or alcohol use on diabetes health). Intervention begins with a brief education component explaining the purpose of the QPL and the importance of communicating questions and concerns to their health care team. Emerging adults are then presented with lists of questions organized by content area from which they select the questions they would like to raise at the clinic visit. Emerging adults are routed to question sets tailored to their diabetes treatment regimen, for example, those monitoring their blood glucose with a glucometer are presented a set of questions specific to that method of blood glucose monitoring, and those using a continuous glucose monitor get a set of questions tailored to that approach. The questions selected by the emerging adults are compiled into a personalized report and emailed to the emerging adults upon completion and again the day prior to the clinic visit.</p></sec><sec id="s2-5"><title>Data Collection</title><p>The <italic>Family Information Form</italic> (<italic>FIF</italic>) is an investigator-developed measure to gather participant characteristics. The FIF collects participant demographic information such as age, race and ethnicity, sex assigned at birth, income, and family structure. The FIF also asks emerging adults for information about their illness, including the emerging adults&#x2019; date of diagnosis and current diabetes self-care regimen. Research staff used a <italic>semistructured interview guide</italic> developed for the study to guide the interviews. The interviews began with an explanation of the purpose of each intervention, after which the research staff guided emerging adults through a demonstration of the interventions. After reviewing the intervention, the research staff elicited emerging adults&#x2019; feedback on the intervention, including which elements emerging adults found most helpful and least helpful, suggestions for improving the intervention, and recommendations to make the interventions more consistent with the language and experiences of emerging adults (<xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>). After 10 interviews, the feedback offered had reached the point of saturation and was deemed sufficient. Interviews were recorded and professionally transcribed for analysis.</p></sec><sec id="s2-6"><title>Data Analysis</title><p>A coding team composed of 2 coders (1 undergraduate psychology and 1 graduate public health student) and a qualitative expert (the principal investigator) analyzed the transcribed interview data using framework matrix analysis [<xref ref-type="bibr" rid="ref65">65</xref>], an efficient approach to inductive thematic analysis. After an initial training period in which coders became familiar with the study design and aims, data collection procedures, and analytic approach, the coding team developed the initial coding matrix based on the content of the interview guide. Coders used this matrix to independently review the interview transcripts, &#x201C;charting&#x201D; summaries of emerging adults&#x2019; responses to interview questions into their coding matrix. Coders then met to compare their independently coded matrices and develop a consensus-coded matrix. Discrepancies were resolved through discussion and review of the interview transcripts. Once all interview transcripts were coded, the coders met to identify and summarize the themes (denoted with italicized text in the results) that emerged across emerging adults&#x2019; feedback. Coders developed descriptions of each theme with illustrative quotes extracted from the interview transcripts.</p></sec><sec id="s2-7"><title>Ethical Considerations</title><p>This study was approved by the Wayne State University institutional review board. Emerging adults provided informed consent or informed assent with parental informed consent to participate prior to engaging in study activities. Prior to analysis, all study data were deidentified to protect emerging adults&#x2019; privacy and confidentiality. Emerging adults were compensated with a US $50 gift card for their participation.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Overview</title><p><xref ref-type="table" rid="table1">Table 1</xref> summarizes the characteristics of the emerging adults participating in this study. On average, emerging adults were 18.8 (SD 1.7) years, 50% (10/20) were female, and 80% (16/20) identified as Black, non-Hispanic. Emerging adults had completed an average of 12.0 (SD 1.8) years of education, reported their socioeconomic status as 5.9 (SD 1.6) out of 10 on the McArthur Scale of Subjective Socioeconomic Status [<xref ref-type="bibr" rid="ref66">66</xref>], and most (13/20, 65%) were not employed. Emerging adults had been diagnosed with T1D for 11.1 (SD 4.8) years, 65% (13/20) used a glucometer to monitor their blood glucose levels, and 75% (15/20) administered their insulin via injection.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Demographic and disease characteristics of study participants (N=20).</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Characteristic</td><td align="left" valign="bottom">Value</td></tr></thead><tbody><tr><td align="left" valign="top">Age (y), mean (SD)</td><td align="left" valign="top">18.8 (1.7)</td></tr><tr><td align="left" valign="top">Sex assigned at birth (female), n (%)</td><td align="left" valign="top">10 (50)</td></tr><tr><td align="left" valign="top" colspan="2">Race and ethnicity, n (%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Biracial, Hispanic</td><td align="left" valign="top">2 (10)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Black, non-Hispanic</td><td align="left" valign="top">16 (80)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>White, Hispanic</td><td align="left" valign="top">2 (10)</td></tr><tr><td align="left" valign="top">Education (y), mean (SD)</td><td align="left" valign="top">12.0 (1.8)</td></tr><tr><td align="left" valign="top">Subjective socioeconomic status<sup><xref ref-type="table-fn" rid="table1fn1">a</xref></sup>, mean (SD)</td><td align="left" valign="top">5.9 (1.6)</td></tr><tr><td align="left" valign="top" colspan="2">Employment status, n (%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Employed part-time</td><td align="left" valign="top">5 (25)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Employed full-time</td><td align="left" valign="top">2 (10)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Not employed</td><td align="left" valign="top">13 (65)</td></tr><tr><td align="left" valign="top">Duration of diabetes (y), mean (SD)</td><td align="left" valign="top">11.1 (4.8)</td></tr><tr><td align="left" valign="top" colspan="2">Blood glucose monitoring method, n (%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Glucometer</td><td align="left" valign="top">13 (65)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Continuous glucose monitor</td><td align="left" valign="top">7 (35)</td></tr><tr><td align="left" valign="top" colspan="2">Insulin delivery method, n (%)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Injected insulin</td><td align="left" valign="top">15 (75)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Insulin infusion pump</td><td align="left" valign="top">5 (25)</td></tr></tbody></table><table-wrap-foot><fn id="table1fn1"><p><sup>a</sup>The MacArthur Scale of Subjective Social Status uses a 10-point scale where 1=lowest social status and 10=highest social status</p></fn></table-wrap-foot></table-wrap><p>Emerging adults found all 3 interventions to be helpful and useful. They highlighted the interventions&#x2019; <italic>integration into the technology</italic> they use daily as a strength: &#x201C;it has a high potential to be effective, especially with the amount of technology that&#x2019;s used nowadays&#x201D; and &#x201C;I&#x2019;m always on my phone as a young adult.&#x201D;</p></sec><sec id="s3-2"><title>Motivation Enhancement System</title><p>Overall, emerging adults found the MES intervention <italic>helpful</italic> and the delivery structure <italic>acceptable,</italic> with 9 of 10 emerging adults reporting the length and number of sessions &#x201C;About Right.&#x201D; Emerging adults found the 3Ms mnemonic (3Ms=monitoring, medicine, and meals) a helpful prompt for remembering the essential diabetes care tasks:</p><disp-quote><p>it would be something very helpful to remember because when you&#x2019;re in the heat of the moment or you&#x2019;re just not focusing, that&#x2019;s something you should remember.</p></disp-quote><p>When asked about the likelihood that emerging adults would recommend the MES program to other emerging adults, 8 of 10 emerging adults stated they would &#x201C;certainly&#x201D; recommend the program (mean 9.5/10, SD 1.1). When asked to elaborate, emerging adults highlighted the video elements of the intervention.</p><p>Emerging adults found the physician depicted in the educational video a <italic>credible</italic> and <italic>trustworthy</italic> authority figure:</p><disp-quote><p>She got her message across, and it just makes sense. I understand why I need to do the things I need to do. The way she spoke about the things was very credible. I feel like I can trust her word.</p></disp-quote><p>Emerging adults found the physician video content acknowledging the stress and challenge of diabetes care consistent with their own experiences:</p><disp-quote><p>I had diabetes since I was four. So, when she [the physician] was like, &#x201C;<italic>It begins to get hard,&#x201D; and stuff like that, I understood that because it&#x2019;s hard for me, especially now that I&#x2019;m driving and working and doing other things.</italic></p></disp-quote><p>Emerging adults reported that the peer testimonial videos were <italic>relatable</italic> in two ways. First, the experiences depicted in the testimonial resonated with their own challenges with diabetes care:</p><disp-quote><p>I can relate to [what] she&#x2019;s saying too because I am tired too. It was way easier when I was a kid. Your parents may have to do all that, but now it&#x2019;s my turn and it&#x2019;s hard.</p></disp-quote><p>Demographic similarities in the emerging adults depicted in the peer testimonial video enhanced participants&#x2019; feelings of relatability:</p><disp-quote><p>She&#x2019;s in college. She&#x2019;s my age or around my age. Everything she was saying was the truth. Yeah, it was nice to see somebody who was my age similar to me. She&#x2019;s same complexion. Yeah, it&#x2019;s nice that there&#x2019;s a black person talking to me.</p></disp-quote><p>Emerging adults found other, nonvideo elements of the intervention credible and relatable, including lists of common barriers to diabetes care: &#x201C;I&#x2019;ve done almost everything on here.&#x201D;</p><p>Emerging adults&#x2019; comments on the MES intervention highlighted its <italic>autonomy-supportive</italic> nature. Emerging adults reported less reliance on family support and input, and a desire for greater independence and control when making diabetes care decisions: &#x201C;I don&#x2019;t know if people would do something like that [enlist the support of family] in college.&#x201D; Asking for help with diabetes care was viewed as undermining their autonomy: &#x201C;that is one of my goals because I know how to ask for help, but I prefer not to.&#x201D; Emerging adults explained that independently caring for their diabetes helped build their <italic>self-efficacy</italic> for diabetes care by giving them the sense that &#x201C;I believe in myself&#x201D; and that they were, therefore, in control of their health.</p><p>Emerging adults viewed the behavioral strategies to support diabetes care as helpful tools to help them be autonomous. To illustrate, one emerging adult found the suggestion to use reminders to prompt diabetes care useful:</p><disp-quote><p>That&#x2019;s smart, with the sticky note on the fridge or wherever they get their food from or try to get their food from. Just seeing that, it&#x2019;s like, &#x201C;<italic>all right, let me check my blood before I head out,&#x201D; or</italic> &#x201C;<italic>let me check my blood before I make this or eat this.&#x201D; And for the putting an alarm on the phone, that&#x2019;s very helpful, because when that time comes up and your alarm is screaming at you to do something, I feel like that&#x2019;s very helpful as well.</italic></p></disp-quote><p>Another emerging adult found the suggestion to use cues to prompt diabetes care to be an effective strategy:</p><disp-quote><p>It would be very much useful, especially for those who are always running around and forget to do things. Having those cues to put a thought in their head like, &#x201C;<italic>wait, I should do this. I should do that before I do this or that.&#x201D;</italic></p></disp-quote><p>A third emerging adult reported using a similar strategy to prompt blood glucose monitoring:</p><disp-quote><p>I&#x2019;ll put my [blood glucose monitoring] kit in the basket with my toothbrush and my soap and stuff. So, before I do any of that stuff, I got to pull this out and check my blood sugar. Or, if I have an early morning class, at night I&#x2019;ll put this blood sugar kit in my jacket pocket. So, if I don&#x2019;t check it when I wake up, by the time I get to the class or whatever, I&#x2019;ll just pull it out and I&#x2019;ll check it.</p></disp-quote></sec><sec id="s3-3"><title>Text Message Reminders</title><p>Overall, emerging adults reported SMS text messaging would be a <italic>helpful reminder</italic> to stay &#x201C;on track&#x201D; with diabetes care tasks and increase the consistency of diabetes care:</p><disp-quote><p>I&#x2019;m trying to get on a schedule, but sometimes other things interfere with that. So, having those reminders will help.</p></disp-quote><p>They thought receiving reminders at critical times would be particularly helpful, such as early morning (&#x201C;when I wake up that&#x2019;s the first notification I see on my phone&#x201D;), afternoon (&#x201C;the time where everybody would be up, so they will be alert when they get the message&#x201D;), and late evening (&#x201C;Sometimes you almost forget and it&#x2019;s about to get late [around] bedtime&#x201D;). Emerging adults <italic>preferred SMS text messages</italic> over email reminders because &#x201C;a lot [of] people look at their phone more than they look at emails,&#x201D; apps that &#x201C;take up gigs [gigabytes/storage] on [my] phone,&#x201D; and other technology-based reminders, which they tend to ignore:</p><disp-quote><p>I already set up reminders in my phone. I don&#x2019;t really pay attention to it though.</p></disp-quote><p>Emerging adults&#x2019; <italic>preferences for the content of SMS text message reminders</italic> included &#x201C;straightforward&#x201D; wording of the SMS text messages and suggested making the language even more directive: &#x201C;Take your insulin&#x201D; versus &#x201C;Don&#x2019;t forget to take your insulin.&#x201D; Emerging adults also preferred a variety of messages, suggesting we &#x201C;use different ones, not the same wording every single day,&#x201D; and a message personalized with their name. Using emojis in the messages was recommended to make them more engaging and consistent with other texts they receive: &#x201C;Did you give insulin? with a smiley face.&#x201D; Emerging adults emphasized the importance of being able to <italic>tailor the reminders</italic> to their own preferences. Specifically, the ability to select delivery times that aligned with their daily routines and mealtimes was a strength: &#x201C;They&#x2019;re very good choices because these are around [the] time you eat.&#x201D; Most emerging adults thought a single reminder would be insufficient and recommended <italic>multiple reminders per day</italic>. While there was not strong agreement on the ideal number of texts, most emerging adults suggested 2 to 4 texts per day and advised that more than 7 texts would be viewed as &#x201C;spamming.&#x201D;</p><p>Finally, emerging adults recommended increasing the <italic>range of topics</italic> from which they might select reminder messages. Emerging adults suggested including reminders to exercise: &#x201C;It&#x2019;d probably motivate them or remind them that they maybe need to go out, take a jog, walk or lift some weights or just do some type of exercise to get their blood pumping.&#x201D; Emerging adults recommended messages prompting blood glucose monitoring during exercise:</p><disp-quote><p>I want to make sure that I&#x2019;m not running low doing them [exercises], so having a reminder to make sure you&#x2019;re on your sugar [checking glucose levels] while you&#x2019;re doing exercise to make sure that it doesn&#x2019;t run low or high.</p></disp-quote><p>Emerging adults also suggested reminders to check ketones: &#x201C;Make sure you check your ketones, if their reading&#x2019;s above a certain level.&#x201D;</p></sec><sec id="s3-4"><title>Question Prompt List</title><p>Overall, emerging adults reported that the QPL was a <italic>useful tool to prepare for diabetes clinic visits</italic>:</p><disp-quote><p>It was incredibly useful. I think it would help me out at my next [doctor&#x2019;s] appointment. It&#x2019;s definitely less time consuming than sitting there researching stuff and writing it out on your own.</p></disp-quote><p>The variety of questions was viewed as a strength:</p><disp-quote><p>The questions were very diverse, very broad. There were some questions I had when I first got diabetes a long time ago versus some that I never thought to ask [my doctors] to this day.</p></disp-quote><p>Emerging adults remarked that the QPL would be particularly useful for emerging adults newly diagnosed with diabetes:</p><disp-quote><p>If I was older and I had gotten diagnosed, these would have been the kinds of questions I would ask.</p></disp-quote><p>Emerging adults found the different <italic>content areas of the QPL valuable</italic>. They described the glucose monitoring questions as &#x201C;beneficial,&#x201D; &#x201C;thoughtful,&#x201D; and &#x201C;diverse.&#x201D; Emerging adults emphasized the importance of the insulin questions, noting the questions could help &#x201C;prevent a situation&#x201D; by elevating important discussion topics: &#x201C;These ones are really important and specifically address things I may have overlooked.&#x201D; Emerging adults who were administering their insulin via injection (8/10, 80%) thought the questions about transitioning to an insulin infusion pump were helpful: &#x201C;I always wanted to know what is it or what does it do.&#x201D; Those already using an insulin infusion pump (2/10, 20%) described these questions as very &#x201C;relevant&#x201D;: &#x201C;All of these questions are questions that I had when I was transitioning to the pump.&#x201D; One topic of particular interest to emerging adults was the section on transitioning to adult life with diabetes:</p><disp-quote><p>I really like the adult life part because I think that [is] something that&#x2019;s important that you consider before you get there rather than learn from experience.</p></disp-quote><p>Emerging adults found these questions novel and thought-provoking, remarking:</p><disp-quote><p>Some of the questions might change my mindset. Questions I didn&#x2019;t know I had.</p></disp-quote><p>They highlighted the importance of these questions for stimulating conversation on relevant but difficult-to-raise topics, including tattoos, pregnancy, and piercings: &#x201C;I really think that these questions address some misconceptions that people may hear and feel nervous about.&#x201D; Emerging adults' suggestions to expand the content of the QPL included adding questions about diabetes care challenges (&#x201C;What are some of the struggles you are having with your diabetes?&#x201D;) and to expand upon the diabetes care topics (&#x201C;Why do I have a random high blood sugar if I haven&#x2019;t eaten anything?&#x201D;, &#x201C;What type of insulin works better for me?&#x201D;) and questions about &#x201C;free carbs,&#x201D; &#x201C;insulin resistance,&#x201D; and &#x201C;how to navigate CGM sensor errors.&#x201D;</p><p>When it came to esthetics and logistics, emerging adults expressed a desire to <italic>tailor the intervention to their preferences</italic>. Emerging adults stated they would prefer to rename the QPL but disagreed on what the preferred name should be. Preferences ranged from a highly personalized name integrating the patient&#x2019;s own name into the title (&#x201C;[Name]&#x2019;s Diabetes Questions List&#x201D;) to a &#x201C;less diabetes specific&#x201D; name (&#x201C;Keeping My Life on Track&#x201D;). Emerging adults also wanted to tailor how they received the finalized question list. Most emerging adults thought sending their diabetes question list directly to their doctor&#x2019;s office would make it easier to communicate their concerns: &#x201C;some people [are] not comfortable with their doctors yet or don&#x2019;t like speaking out.&#x201D; Some preferred receiving a copy of their question list by email, explaining they preferred email over SMS text message for a &#x201C;bigger document&#x201D; and &#x201C;things that are important.&#x201D; Some noted email delivery would allow them to &#x201C;read it off of my phone,&#x201D; noting &#x201C;I usually always have my phone on me&#x201D; and the accessibility of emails across devices: &#x201C;You will always have it on file because it will be on email.&#x201D; Emerging adults who preferred SMS text message delivery did so due to a personal preference (&#x201C;I check my text messages more than I check my email&#x201D;) and ease of access (&#x201C;I have thousands of emails inside there, so I think text would be way better because I can just search it up&#x201D;). One emerging adult suggested an option to mail the QPL for those without email access. Other tailoring preferences included font size, optional narration, delivery timing, and sharing their question lists with others.</p></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>The goal of this formative research was to enhance the potential relevance, sustainability, and efficacy of 3 SDT-informed mHealth intervention components to promote diabetes management and glycemic control and related intervention content for emerging adults with T1D by soliciting feedback from emerging adults with T1D and their recommendations for improving the interventions. Key areas of interest included emerging adults&#x2019; perspectives on the use of cultural tailoring, the developmental relevance of content, and preferences for delivery logistics. Overall, emerging adults found the interventions acceptable and thought they would be a helpful support for diabetes care. The integration of the interventions into technology that emerging adults already frequently use (mobile phone) was highlighted as a strength across interventions. Another common thread in emerging adults&#x2019; feedback was a preference for intervention content tailored to their illness experience, demographic characteristics, and personal preferences. Feedback related to the MES intervention highlighted elements that were engaging (videos), relatable (peer testimonials), and supportive of their growing autonomy and independence. Emerging adults viewed the text messaging intervention as covering a range of topics and had specific suggestions for making the messages more impactful (be direct, personalized, and engaging, eg, emojis). Emerging adults found the QPL content areas relevant and well-aligned with the concerns of emerging adults living with diabetes, particularly the topic of transitioning to adult life with diabetes.</p><p>It was unsurprising that emerging adults highlighted the interventions&#x2019; integration into mobile phone technology as a strength. Prior research has documented that adolescents and young adults prefer interventions delivered to their mobile phones [<xref ref-type="bibr" rid="ref67">67</xref>], are more likely to use interventions when delivered to their personal device [<xref ref-type="bibr" rid="ref68">68</xref>], and when delivered via text message [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref69">69</xref>]. However, to reap the benefits of eHealth interventions, engagement is critical [<xref ref-type="bibr" rid="ref32">32</xref>,<xref ref-type="bibr" rid="ref68">68</xref>]. Thus, finding ways to engage emerging adults in an intervention is a critical first step, and based on emerging adults&#x2019; feedback reported here, SMS text messaging&#x2013;based interventions using emerging adults&#x2019; own devices may be an optimal strategy. The Unified Theory of Acceptance and Use of Technology [<xref ref-type="bibr" rid="ref70">70</xref>] lends further support to this conclusion, as it suggests interventions integrated into the technology people use are more likely to be accepted and used because of the ease of use (effort expectancy). Other Unified Theory of Acceptance and Use of Technology factors that may be particularly relevant for emerging adults and SDT-based interventions are the perception that other people support using the intervention (social influence, given that peer influence is a critical factor for emerging adults [<xref ref-type="bibr" rid="ref71">71</xref>]) and the automaticity of using the intervention (habit).</p><p>Emerging adults&#x2019; preference for intervention content tailored to their illness experience, demographic characteristics, and personal preferences is aligned with the broader literature on culturally tailoring interventions. Broadly speaking, cultural adaptation refers to the systematic modification of an intervention to align with the target audience&#x2019;s cultural norms, beliefs, and values [<xref ref-type="bibr" rid="ref72">72</xref>]. Culturally tailored interventions have demonstrated greater efficacy among both adult [<xref ref-type="bibr" rid="ref73">73</xref>] and youth interventions [<xref ref-type="bibr" rid="ref74">74</xref>]. Cultural tailoring for interventions targeting youth frequently includes adapting intervention methods (duration), language (translation), and content (relatable experiences) [<xref ref-type="bibr" rid="ref74">74</xref>]. In this study, emerging adults highlighted several aspects of intervention tailoring. Emerging adults noted that the QPL questions aligned with questions they had previously asked during their own health care encounters or felt they would ask in future encounters. In the MES videos, emerging adults found the representation of peers with demographic characteristics (eg, age and race) similar to their own highly relatable. Others have noted the importance of representation of social identity as a key tailoring element for youth interventions [<xref ref-type="bibr" rid="ref74">74</xref>]. In SMS text messaging, emerging adults viewed the ability to tailor the timing and content of reminders to personal preferences as a strength. In light of this feedback, we increased the planned once-daily reminder to twice daily based on emerging adults&#x2019; feedback reported here. Most emerging adults&#x2019; recommendations for intervention improvement related to augmenting the capacity to tailor the interventions to personal preferences, including increasing the frequency and duration of intervention, augmenting the intervention content, and personalizing reminders with the recipient&#x2019;s name. Tailoring to individual preferences is consistent with emerging adults&#x2019; developmental need for autonomy and has been noted as an important element for engagement in technology-based interventions [<xref ref-type="bibr" rid="ref75">75</xref>,<xref ref-type="bibr" rid="ref76">76</xref>].</p><p>The interventions developed in this study were all grounded in SDT [<xref ref-type="bibr" rid="ref35">35</xref>]. SDT was selected as the guiding framework because of the resonance-enhancing feelings of autonomy, self-efficacy, and relatedness it has for emerging adults who are at a developmental stage in which forging independence, a unique identity, and social connections are paramount [<xref ref-type="bibr" rid="ref8">8</xref>]. Emerging adults participating in this study noted that each intervention contained elements that resonated with this framework. Specifically, emerging adults found the credibility and trustworthiness of the videos embedded in the MES intervention promoted autonomous diabetes care. The videos&#x2019; relatability, particularly the peer testimonial, helped foster feelings of relatedness. Emerging adults found other MES elements, such as the behavioral strategies to support diabetes care goals, also fostered feelings of autonomy. Emerging adults embraced text messaging as a strategy to promote consistent diabetes care, an approach previously linked to improvements in diabetes self-efficacy [<xref ref-type="bibr" rid="ref55">55</xref>]. Emerging adults noted that multiple QPL questions were questions they had in the past or would consider asking in the future, fostering both feelings of confidence (self-efficacy) and relatedness. Questions addressing adult issues (eg, alcohol use) resonated with emerging adults&#x2019; goal of independence (autonomy). While theory-based interventions are more likely to improve glycemic control and psychological outcomes [<xref ref-type="bibr" rid="ref77">77</xref>], SDT-guided interventions, to date, have not demonstrated improvements in glycemic control [<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref40">40</xref>]. GSD, the most widely tested SDT intervention, relies upon the completion of worksheets that form the basis of conversations with diabetes educators [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref37">37</xref>,<xref ref-type="bibr" rid="ref39">39</xref>]. Not only has this approach failed to demonstrate improvements in glycemic control, but poor recruitment and retention rates also suggest this approach is unacceptable to emerging adults [<xref ref-type="bibr" rid="ref31">31</xref>,<xref ref-type="bibr" rid="ref38">38</xref>,<xref ref-type="bibr" rid="ref39">39</xref>].</p></sec><sec id="s4-2"><title>Limitations</title><p>This study&#x2019;s small sample size limits the generalizability of this study to other emerging adults and populations with T1D. This limitation is offset by the fact that the emerging adults included were mostly non-Hispanic Black and were selected based on suboptimal glycemic control from an urban setting. Such populations are underrepresented in research literature and frequently absent from intervention development research. In addition, the findings reported here parallel those from a similar study conducted with a mainly White (89%) rural population of emerging adults who reviewed the same interventions and also highlighted the excellent fit of technology-delivered interventions for their age group, expressed a preference for individualized interventions, and stated the value of intervention elements that enhanced their feelings of autonomy [<xref ref-type="bibr" rid="ref78">78</xref>]. While the inclusion of historically marginalized emerging adults is a strength, other cultural factors, eg, emerging adults&#x2019; acceptance of their diabetes, may have influenced emerging adults&#x2019; feedback and intervention preferences [<xref ref-type="bibr" rid="ref79">79</xref>].</p><p>A second limitation was constraining emerging adults&#x2019; engagement in the research to providing feedback and recommendations on our investigator-developed intervention components. A more inclusive approach would have been to engage emerging adults in the development of the interventions using a community-based participatory approach. However, as described in <xref ref-type="supplementary-material" rid="app1">Multimedia Appendix 1</xref>, the interventions adapted in this study were derived from similar interventions developed and empirically tested in similar populations. Furthermore, each intervention component is theoretically grounded in SDT and related behavior change frameworks. Finally, emerging adults&#x2019; feedback will be used to refine the interventions prior to a planned randomized controlled trial using the multiphase optimization strategy [<xref ref-type="bibr" rid="ref80">80</xref>] to test the intervention components&#x2019; preliminary efficacy to improve glycemic control and build the most efficacious multicomponent intervention [<xref ref-type="bibr" rid="ref41">41</xref>]. Specifically, MES will be refined based on emerging adults&#x2019; language preferences. The planned frequency of SMS text messaging will be increased from 1 to 2 messages per day, with the number of messages increased to minimize repetition and redundancy. SMS text messaging will also be further tailored to include the emerging adult&#x2019;s name in messages. QPL questions will be revised according to emerging adults&#x2019; preferences and new questions added to augment the scope of question content. Emerging adults&#x2019; feedback will also help other researchers develop interventions aligned with the needs and preferences of emerging adults, which will increase their acceptability and future effectiveness.</p><p>Finally, the development and use of digital interventions assumes the end users, in this instance, emerging adults with T1D, have the necessary digital literacy to effectively engage with the intervention and that they have access to the tools (digital devices and internet access) necessary to receive the intervention. In the United States, internet use and smartphone ownership are at an all-time high. The most recent statistics from the Pew Research Center indicate 95% of US adults use the internet, 90% have a smartphone, and 80% subscribe to high-speed internet at home [<xref ref-type="bibr" rid="ref81">81</xref>]. Smartphone ownership is even greater for young adults aged 18 to 29 years (97%), and 78% subscribe to high-speed internet at home [<xref ref-type="bibr" rid="ref81">81</xref>]. Today&#x2019;s adolescents and young adults are growing up immersed in technology (cell phones and computers), making technology-based interventions a natural extension of their social ecology [<xref ref-type="bibr" rid="ref82">82</xref>-<xref ref-type="bibr" rid="ref84">84</xref>]. Thus, mHealth interventions exclude only a minority of youth and emerging adults who are &#x201C;digital natives&#x201D; [<xref ref-type="bibr" rid="ref85">85</xref>] having grown up with technology as a component of their everyday life.</p></sec><sec id="s4-3"><title>Conclusions</title><p>The results reported here provide clinicians and researchers with specific guidance for effective behavioral interventions with emerging adults with T1D. First, clinicians and researchers working with emerging adults should offer eHealth interventions that leverage the technology emerging adults already use, namely, their mobile phones. They should also provide opportunities for emerging adults to tailor interventions to their personal preferences, such as providing options for the frequency and duration of intervention, and the specific content of the intervention, for example, selecting a discrete behavioral target from a menu of options. Clinicians and researchers should also ensure interventions match the cultural context of emerging adults, such as ensuring case examples, vignettes, and audio-visual content represent people of a similar background and with similar experiences, to increase engagement, a critical factor for sustained use and to reap the benefits of an intervention. Finally, interventions grounded in SDT align well with emerging adults&#x2019; innate psychological needs for autonomy, self-efficacy, and relatedness. Thus, interventions that activate these psychological processes may be particularly effective for evoking behavior change among emerging adults.</p></sec></sec></body><back><ack><p>The authors would like to thank Margie M Maly and Colette Serpetti for their assistance with the development of the initial question prompt list. Their reflections and insights were invaluable. The authors would also like to extend a very special thanks to the study participants who generously donated their time and energy to reviewing the interventions and providing their feedback to improve their quality and utility. Generative artificial intelligence technology was not used in the preparation of any part of this manuscript.</p></ack><notes><sec><title>Funding</title><p>Research reported in this publication was supported by the National Institute of Diabetes and Digestive and Kidney Diseases of the National Institutes of Health (NIH) under the award R01DK116901. NIH had no involvement in the study design, data collection, analysis, interpretation, or the writing of the manuscript. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH.</p></sec><sec><title>Data Availability</title><p>The datasets generated or analyzed during this study are available from the corresponding author to researchers who provide a methodologically sound proposal for use under a specific data-sharing agreement that provides for (1) a commitment to using the data only for research purposes and not to identify any individual participant, (2) a commitment to securing the data using appropriate technology, and (3) a commitment to destroying the data after analyses are completed.</p></sec></notes><fn-group><fn fn-type="conflict"><p>None declared.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">CGM</term><def><p>continuous glucose monitoring</p></def></def-item><def-item><term id="abb2">CIAS 3.0</term><def><p>Computerized Intervention Authorizing Software, version 3.0</p></def></def-item><def-item><term id="abb3">FAMS-T1D</term><def><p>Family and Friend Activation to Motivate Self-Care</p></def></def-item><def-item><term id="abb4">FIF</term><def><p>Family Information Form</p></def></def-item><def-item><term id="abb5">GSD</term><def><p>guided self-determination</p></def></def-item><def-item><term id="abb6">HbA<sub>1c</sub></term><def><p>hemoglobin A<sub>1c</sub></p></def></def-item><def-item><term id="abb7">MES</term><def><p>motivation enhancement system</p></def></def-item><def-item><term id="abb8">mHealth</term><def><p>mobile health</p></def></def-item><def-item><term id="abb9">QPL</term><def><p>question prompt list</p></def></def-item><def-item><term id="abb10">SDT</term><def><p>self-determination theory</p></def></def-item><def-item><term id="abb11">T1D</term><def><p>type 1 diabetes</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>Gonzalez</surname><given-names>JS</given-names> </name><name name-style="western"><surname>Tanenbaum</surname><given-names>ML</given-names> </name><name name-style="western"><surname>Commissariat</surname><given-names>PV</given-names> </name></person-group><article-title>Psychosocial factors in medication adherence and diabetes self-management: Implications for research and practice</article-title><source>Am Psychol</source><year>2016</year><month>10</month><volume>71</volume><issue>7</issue><fpage>539</fpage><lpage>551</lpage><pub-id pub-id-type="doi">10.1037/a0040388</pub-id><pub-id pub-id-type="medline">27690483</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>Johnson</surname><given-names>SB</given-names> </name><name name-style="western"><surname>Kelly</surname><given-names>M</given-names> </name><name name-style="western"><surname>Henretta</surname><given-names>JC</given-names> </name><name name-style="western"><surname>Cunningham</surname><given-names>WR</given-names> </name><name name-style="western"><surname>Tomer</surname><given-names>A</given-names> </name><name name-style="western"><surname>Silverstein</surname><given-names>JH</given-names> </name></person-group><article-title>A longitudinal analysis of adherence and health status in childhood diabetes</article-title><source>J Pediatr Psychol</source><year>1992</year><month>10</month><volume>17</volume><issue>5</issue><fpage>537</fpage><lpage>553</lpage><pub-id pub-id-type="doi">10.1093/jpepsy/17.5.537</pub-id><pub-id pub-id-type="medline">1432480</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>Thomas</surname><given-names>AM</given-names> </name><name name-style="western"><surname>Peterson</surname><given-names>L</given-names> </name><name name-style="western"><surname>Goldstein</surname><given-names>D</given-names> </name></person-group><article-title>Problem solving and diabetes regimen adherence by children and adolescents with IDDM in social pressure situations: a reflection of normal development</article-title><source>J Pediatr Psychol</source><year>1997</year><month>08</month><volume>22</volume><issue>4</issue><fpage>541</fpage><lpage>561</lpage><pub-id pub-id-type="doi">10.1093/jpepsy/22.4.541</pub-id><pub-id pub-id-type="medline">9302851</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>Perwien</surname><given-names>AR</given-names> </name><name name-style="western"><surname>Johnson</surname><given-names>SB</given-names> </name><name name-style="western"><surname>Dymtrow</surname><given-names>D</given-names> </name><name name-style="western"><surname>Silverstein</surname><given-names>J</given-names> </name></person-group><article-title>Blood glucose monitoring skills in children with type I diabetes</article-title><source>Clin Pediatr (Phila)</source><year>2000</year><month>06</month><volume>39</volume><issue>6</issue><fpage>351</fpage><lpage>357</lpage><pub-id pub-id-type="doi">10.1177/000992280003900605</pub-id><pub-id pub-id-type="medline">10879937</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>Keough</surname><given-names>L</given-names> </name><name name-style="western"><surname>Sullivan-Bolyai</surname><given-names>S</given-names> </name><name name-style="western"><surname>Crawford</surname><given-names>S</given-names> </name><name name-style="western"><surname>Schilling</surname><given-names>L</given-names> </name><name name-style="western"><surname>Dixon</surname><given-names>J</given-names> </name></person-group><article-title>Self-management of type 1 diabetes across adolescence</article-title><source>Diabetes Educ</source><year>2011</year><volume>37</volume><issue>4</issue><fpage>486</fpage><lpage>500</lpage><pub-id pub-id-type="doi">10.1177/0145721711406140</pub-id><pub-id pub-id-type="medline">21602489</pub-id></nlm-citation></ref><ref id="ref6"><label>6</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Weissberg-Benchell</surname><given-names>J</given-names> </name><name name-style="western"><surname>Wolpert</surname><given-names>H</given-names> </name><name name-style="western"><surname>Anderson</surname><given-names>BJ</given-names> </name></person-group><article-title>Transitioning from pediatric to adult care: a new approach to the post-adolescent young person with type 1 diabetes</article-title><source>Diabetes Care</source><year>2007</year><month>10</month><volume>30</volume><issue>10</issue><fpage>2441</fpage><lpage>2446</lpage><pub-id pub-id-type="doi">10.2337/dc07-1249</pub-id><pub-id pub-id-type="medline">17666466</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>Berg</surname><given-names>CA</given-names> </name><name name-style="western"><surname>Wiebe</surname><given-names>DJ</given-names> </name><name name-style="western"><surname>Suchy</surname><given-names>Y</given-names> </name><etal/></person-group><article-title>Executive function predicting longitudinal change in type 1 diabetes management during the transition to emerging adulthood</article-title><source>Diabetes Care</source><year>2018</year><month>11</month><volume>41</volume><issue>11</issue><fpage>2281</fpage><lpage>2288</lpage><pub-id pub-id-type="doi">10.2337/dc18-0351</pub-id><pub-id pub-id-type="medline">30131398</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>Arnett</surname><given-names>JJ</given-names> </name></person-group><article-title>Emerging adulthood. A theory of development from the late teens through the twenties</article-title><source>Am Psychol</source><year>2000</year><month>05</month><volume>55</volume><issue>5</issue><fpage>469</fpage><lpage>480</lpage><pub-id pub-id-type="doi">10.1037//0003-066X.55.5.469</pub-id><pub-id pub-id-type="medline">10842426</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>Bryden</surname><given-names>KS</given-names> </name><name name-style="western"><surname>Dunger</surname><given-names>DB</given-names> </name><name name-style="western"><surname>Mayou</surname><given-names>RA</given-names> </name><name name-style="western"><surname>Peveler</surname><given-names>RC</given-names> </name><name name-style="western"><surname>Neil</surname><given-names>HAW</given-names> </name></person-group><article-title>Poor prognosis of young adults with type 1 diabetes: a longitudinal study</article-title><source>Diabetes Care</source><year>2003</year><month>04</month><volume>26</volume><issue>4</issue><fpage>1052</fpage><lpage>1057</lpage><pub-id pub-id-type="doi">10.2337/diacare.26.4.1052</pub-id><pub-id pub-id-type="medline">12663572</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>DeSalvo</surname><given-names>DJ</given-names> </name><name name-style="western"><surname>Miller</surname><given-names>KM</given-names> </name><name name-style="western"><surname>Hermann</surname><given-names>JM</given-names> </name><etal/></person-group><article-title>Continuous glucose monitoring and glycemic control among youth with type 1 diabetes: international comparison from the T1D Exchange and DPV Initiative</article-title><source>Pediatr Diabetes</source><year>2018</year><month>11</month><volume>19</volume><issue>7</issue><fpage>1271</fpage><lpage>1275</lpage><pub-id pub-id-type="doi">10.1111/pedi.12711</pub-id><pub-id pub-id-type="medline">29923262</pub-id></nlm-citation></ref><ref id="ref11"><label>11</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>McCarthy</surname><given-names>MM</given-names> </name><name name-style="western"><surname>Grey</surname><given-names>M</given-names> </name></person-group><article-title>Type 1 diabetes self-management from emerging adulthood through older adulthood</article-title><source>Diabetes Care</source><year>2018</year><month>08</month><volume>41</volume><issue>8</issue><fpage>1608</fpage><lpage>1614</lpage><pub-id pub-id-type="doi">10.2337/dc17-2597</pub-id><pub-id pub-id-type="medline">29802144</pub-id></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><collab>American Diabetes Association</collab></person-group><article-title>6. Glycemic targets: Standards of Medical Care in Diabetes&#x2014;2021</article-title><source>Diabetes Care</source><year>2021</year><month>01</month><day>1</day><volume>44</volume><issue>Supplement_1</issue><fpage>S73</fpage><lpage>S84</lpage><pub-id pub-id-type="doi">10.2337/dc21-S006</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>Dabelea</surname><given-names>D</given-names> </name><name name-style="western"><surname>Stafford</surname><given-names>JM</given-names> </name><name name-style="western"><surname>Mayer-Davis</surname><given-names>EJ</given-names> </name><etal/></person-group><article-title>Association of type 1 diabetes vs type 2 diabetes diagnosed during childhood and adolescence with complications during teenage years and young adulthood</article-title><source>JAMA</source><year>2017</year><month>02</month><day>28</day><volume>317</volume><issue>8</issue><fpage>825</fpage><lpage>835</lpage><pub-id pub-id-type="doi">10.1001/jama.2017.0686</pub-id><pub-id pub-id-type="medline">28245334</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>Wiebe</surname><given-names>DJ</given-names> </name><name name-style="western"><surname>Helgeson</surname><given-names>V</given-names> </name><name name-style="western"><surname>Berg</surname><given-names>CA</given-names> </name></person-group><article-title>The social context of managing diabetes across the life span</article-title><source>Am Psychol</source><year>2016</year><month>10</month><volume>71</volume><issue>7</issue><fpage>526</fpage><lpage>538</lpage><pub-id pub-id-type="doi">10.1037/a0040355</pub-id><pub-id pub-id-type="medline">27690482</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>Fisher</surname><given-names>L</given-names> </name><name name-style="western"><surname>Polonsky</surname><given-names>WH</given-names> </name><name name-style="western"><surname>Hessler</surname><given-names>DM</given-names> </name><etal/></person-group><article-title>Understanding the sources of diabetes distress in adults with type 1 diabetes</article-title><source>J Diabetes Complicat</source><year>2015</year><month>05</month><volume>29</volume><issue>4</issue><fpage>572</fpage><lpage>577</lpage><pub-id pub-id-type="doi">10.1016/j.jdiacomp.2015.01.012</pub-id></nlm-citation></ref><ref id="ref16"><label>16</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Callahan</surname><given-names>ST</given-names> </name><name name-style="western"><surname>Cooper</surname><given-names>WO</given-names> </name></person-group><article-title>Changes in ambulatory health care use during the transition to young adulthood</article-title><source>J Adolesc Health</source><year>2010</year><month>05</month><volume>46</volume><issue>5</issue><fpage>407</fpage><lpage>413</lpage><pub-id pub-id-type="doi">10.1016/j.jadohealth.2009.09.010</pub-id><pub-id pub-id-type="medline">20413075</pub-id></nlm-citation></ref><ref id="ref17"><label>17</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ding</surname><given-names>K</given-names> </name><name name-style="western"><surname>Reynolds</surname><given-names>CM</given-names> </name><name name-style="western"><surname>Driscoll</surname><given-names>KA</given-names> </name><name name-style="western"><surname>Janicke</surname><given-names>DM</given-names> </name></person-group><article-title>The relationship between executive functioning, type 1 diabetes self-management behaviors, and glycemic control in adolescents and young adults</article-title><source>Curr Diab Rep</source><year>2021</year><month>02</month><day>22</day><volume>21</volume><issue>3</issue><fpage>10</fpage><pub-id pub-id-type="doi">10.1007/s11892-021-01379-3</pub-id><pub-id pub-id-type="medline">33616838</pub-id></nlm-citation></ref><ref id="ref18"><label>18</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Pihlaskari</surname><given-names>AK</given-names> </name><name name-style="western"><surname>Anderson</surname><given-names>BJ</given-names> </name><name name-style="western"><surname>Eshtehardi</surname><given-names>SS</given-names> </name><etal/></person-group><article-title>Diabetes disclosure strategies in adolescents and young adult with type 1 diabetes</article-title><source>Patient Educ Couns</source><year>2020</year><month>01</month><volume>103</volume><issue>1</issue><fpage>208</fpage><lpage>213</lpage><pub-id pub-id-type="doi">10.1016/j.pec.2019.08.019</pub-id><pub-id pub-id-type="medline">31447195</pub-id></nlm-citation></ref><ref id="ref19"><label>19</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Huhn</surname><given-names>F</given-names> </name><name name-style="western"><surname>Lange</surname><given-names>K</given-names> </name><name name-style="western"><surname>J&#x00F6;rdening</surname><given-names>M</given-names> </name><name name-style="western"><surname>Ernst</surname><given-names>G</given-names> </name></person-group><article-title>Real-world use of continuous glucose monitoring systems among adolescents and young adults with type 1 diabetes: reduced burden, but little interest in data analysis</article-title><source>J Diabetes Sci Technol</source><year>2023</year><month>07</month><volume>17</volume><issue>4</issue><fpage>943</fpage><lpage>950</lpage><pub-id pub-id-type="doi">10.1177/19322968221081216</pub-id><pub-id pub-id-type="medline">35255729</pub-id></nlm-citation></ref><ref id="ref20"><label>20</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Laffel</surname><given-names>LM</given-names> </name><name name-style="western"><surname>Kanapka</surname><given-names>LG</given-names> </name><name name-style="western"><surname>Beck</surname><given-names>RW</given-names> </name><etal/></person-group><article-title>Effect of continuous glucose monitoring on glycemic control in adolescents and young adults with type 1 diabetes: a randomized clinical trial</article-title><source>JAMA</source><year>2020</year><month>06</month><day>16</day><volume>323</volume><issue>23</issue><fpage>2388</fpage><lpage>2396</lpage><pub-id pub-id-type="doi">10.1001/jama.2020.6940</pub-id><pub-id pub-id-type="medline">32543683</pub-id></nlm-citation></ref><ref id="ref21"><label>21</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Thabit</surname><given-names>H</given-names> </name><name name-style="western"><surname>Prabhu</surname><given-names>JN</given-names> </name><name name-style="western"><surname>Mubita</surname><given-names>W</given-names> </name><etal/></person-group><article-title>Use of factory-calibrated real-time continuous glucose monitoring improves time in target and HbA<sub>1c</sub> in a multiethnic cohort of adolescents and young adults with type 1 diabetes: the MILLENNIALS study</article-title><source>Diabetes Care</source><year>2020</year><month>10</month><volume>43</volume><issue>10</issue><fpage>2537</fpage><lpage>2543</lpage><pub-id pub-id-type="doi">10.2337/dc20-0736</pub-id><pub-id pub-id-type="medline">32723843</pub-id></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bergenstal</surname><given-names>RM</given-names> </name><name name-style="western"><surname>Nimri</surname><given-names>R</given-names> </name><name name-style="western"><surname>Beck</surname><given-names>RW</given-names> </name><etal/></person-group><article-title>A comparison of two hybrid closed-loop systems in adolescents and young adults with type 1 diabetes (FLAIR): a multicentre, randomised, crossover trial</article-title><source>The Lancet</source><year>2021</year><month>01</month><volume>397</volume><issue>10270</issue><fpage>208</fpage><lpage>219</lpage><pub-id pub-id-type="doi">10.1016/S0140-6736(20)32514-9</pub-id></nlm-citation></ref><ref id="ref23"><label>23</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Isganaitis</surname><given-names>E</given-names> </name><name name-style="western"><surname>Raghinaru</surname><given-names>D</given-names> </name><name name-style="western"><surname>Ambler-Osborn</surname><given-names>L</given-names> </name><etal/></person-group><article-title>Closed-loop insulin therapy improves glycemic control in adolescents and young adults: outcomes from the International Diabetes Closed-Loop Trial</article-title><source>Diabetes Technol Ther</source><year>2021</year><month>05</month><volume>23</volume><issue>5</issue><fpage>342</fpage><lpage>349</lpage><pub-id pub-id-type="doi">10.1089/dia.2020.0572</pub-id><pub-id pub-id-type="medline">33216667</pub-id></nlm-citation></ref><ref id="ref24"><label>24</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Caccavale</surname><given-names>LJ</given-names> </name><name name-style="western"><surname>LaRose</surname><given-names>JG</given-names> </name><name name-style="western"><surname>Mazzeo</surname><given-names>SE</given-names> </name><name name-style="western"><surname>Bean</surname><given-names>MK</given-names> </name></person-group><article-title>Development and implementation of a pilot transition preparation intervention for young adults with type 1 diabetes in an integrated healthcare setting</article-title><source>J Pediatr Psychol</source><year>2023</year><month>03</month><day>20</day><volume>48</volume><issue>3</issue><fpage>228</fpage><lpage>240</lpage><pub-id pub-id-type="doi">10.1093/jpepsy/jsac084</pub-id><pub-id pub-id-type="medline">36367835</pub-id></nlm-citation></ref><ref id="ref25"><label>25</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Goyal</surname><given-names>A</given-names> </name><name name-style="western"><surname>Peerzada</surname><given-names>A</given-names> </name><name name-style="western"><surname>Sarteau</surname><given-names>AC</given-names> </name><name name-style="western"><surname>Praveen</surname><given-names>PA</given-names> </name><name name-style="western"><surname>Kalaivani</surname><given-names>M</given-names> </name><name name-style="western"><surname>Tandon</surname><given-names>N</given-names> </name></person-group><article-title>A multi-center pediatric to adult care transition intervention program to improve clinic visit adherence and clinical outcomes among adolescents and emerging adults with type 1 diabetes mellitus [PATHWAY]: protocol for a randomized controlled trial</article-title><source>Contemp Clin Trials</source><year>2022</year><month>08</month><volume>119</volume><fpage>106830</fpage><pub-id pub-id-type="doi">10.1016/j.cct.2022.106830</pub-id><pub-id pub-id-type="medline">35724840</pub-id></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Van Walleghem</surname><given-names>N</given-names> </name><name name-style="western"><surname>Macdonald</surname><given-names>CA</given-names> </name><name name-style="western"><surname>Dean</surname><given-names>HJ</given-names> </name></person-group><article-title>Evaluation of a systems navigator model for transition from pediatric to adult care for young adults with type 1 diabetes</article-title><source>Diabetes Care</source><year>2008</year><month>08</month><volume>31</volume><issue>8</issue><fpage>1529</fpage><lpage>1530</lpage><pub-id pub-id-type="doi">10.2337/dc07-2247</pub-id><pub-id pub-id-type="medline">18458141</pub-id></nlm-citation></ref><ref id="ref27"><label>27</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Pyatak</surname><given-names>EA</given-names> </name><name name-style="western"><surname>Carandang</surname><given-names>K</given-names> </name><name name-style="western"><surname>Vigen</surname><given-names>CLP</given-names> </name><etal/></person-group><article-title>Occupational therapy intervention improves glycemic control and quality of life among young adults with diabetes: the Resilient, Empowered, Active Living with Diabetes (REAL Diabetes) randomized controlled trial</article-title><source>Diabetes Care</source><year>2018</year><month>04</month><volume>41</volume><issue>4</issue><fpage>696</fpage><lpage>704</lpage><pub-id pub-id-type="doi">10.2337/dc17-1634</pub-id><pub-id pub-id-type="medline">29351961</pub-id></nlm-citation></ref><ref id="ref28"><label>28</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Pyatak</surname><given-names>EA</given-names> </name><name name-style="western"><surname>Lee</surname><given-names>PJ</given-names> </name><name name-style="western"><surname>Nnoli</surname><given-names>ND</given-names> </name><etal/></person-group><article-title>Telehealth occupational therapy improves psychosocial well-being but not glycemia among young adults with type 1 diabetes: The Resilient, Empowered, Active Living-Telehealth (REAL-T) randomized controlled trial</article-title><source>Diabetes Res Clin Pract</source><year>2025</year><month>03</month><volume>221</volume><fpage>112005</fpage><pub-id pub-id-type="doi">10.1016/j.diabres.2025.112005</pub-id><pub-id pub-id-type="medline">39884514</pub-id></nlm-citation></ref><ref id="ref29"><label>29</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bisno</surname><given-names>DI</given-names> </name><name name-style="western"><surname>Reid</surname><given-names>MW</given-names> </name><name name-style="western"><surname>Pyatak</surname><given-names>EA</given-names> </name><etal/></person-group><article-title>Virtual peer groups reduce HbA1c and increase continuous glucose monitor use in adolescents and young adults with type 1 diabetes</article-title><source>Diabetes Technol Ther</source><year>2023</year><month>09</month><volume>25</volume><issue>9</issue><fpage>589</fpage><lpage>601</lpage><pub-id pub-id-type="doi">10.1089/dia.2023.0199</pub-id><pub-id pub-id-type="medline">37335751</pub-id></nlm-citation></ref><ref id="ref30"><label>30</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Mayberry</surname><given-names>LS</given-names> </name><name name-style="western"><surname>Wiebe</surname><given-names>DJ</given-names> </name><name name-style="western"><surname>Parks</surname><given-names>M</given-names> </name><name name-style="western"><surname>Campbell</surname><given-names>MS</given-names> </name><name name-style="western"><surname>Beam</surname><given-names>AB</given-names> </name><name name-style="western"><surname>Berg</surname><given-names>CA</given-names> </name></person-group><article-title>Acceptability and feasibility of FAMS-T1D mHealth intervention to optimize self- and social regulation for emerging adults with type 1 diabetes</article-title><source>Pilot Feasibility Stud</source><year>2024</year><month>04</month><day>30</day><volume>10</volume><issue>1</issue><fpage>68</fpage><pub-id pub-id-type="doi">10.1186/s40814-024-01497-1</pub-id><pub-id pub-id-type="medline">38689356</pub-id></nlm-citation></ref><ref id="ref31"><label>31</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Rasmussen</surname><given-names>B</given-names> </name><name name-style="western"><surname>Wynter</surname><given-names>K</given-names> </name><name name-style="western"><surname>Hamblin</surname><given-names>PS</given-names> </name><etal/></person-group><article-title>Feasibility and acceptability of an online guided self-determination program to improve diabetes self-management in young adults</article-title><source>Digit Health</source><year>2023</year><volume>9</volume><fpage>20552076231167008</fpage><pub-id pub-id-type="doi">10.1177/20552076231167008</pub-id><pub-id pub-id-type="medline">37021125</pub-id></nlm-citation></ref><ref id="ref32"><label>32</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Middleton</surname><given-names>T</given-names> </name><name name-style="western"><surname>Constantino</surname><given-names>M</given-names> </name><name name-style="western"><surname>McGill</surname><given-names>M</given-names> </name><etal/></person-group><article-title>An enhanced SMS text message&#x2013;based support and reminder program for young adults with type 2 diabetes (TEXT2U): randomized controlled trial</article-title><source>J Med Internet Res</source><year>2021</year><month>10</month><day>21</day><volume>23</volume><issue>10</issue><fpage>e27263</fpage><pub-id pub-id-type="doi">10.2196/27263</pub-id><pub-id pub-id-type="medline">34524102</pub-id></nlm-citation></ref><ref id="ref33"><label>33</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Zhang</surname><given-names>S</given-names> </name><name name-style="western"><surname>Hamburger</surname><given-names>E</given-names> </name><name name-style="western"><surname>Kahanda</surname><given-names>S</given-names> </name><name name-style="western"><surname>Lyttle</surname><given-names>M</given-names> </name><name name-style="western"><surname>Williams</surname><given-names>R</given-names> </name><name name-style="western"><surname>Jaser</surname><given-names>SS</given-names> </name></person-group><article-title>Engagement with a text-messaging intervention improves adherence in adolescents with type 1 diabetes: brief report</article-title><source>Diabetes Technol Ther</source><year>2018</year><month>05</month><volume>20</volume><issue>5</issue><fpage>386</fpage><lpage>389</lpage><pub-id pub-id-type="doi">10.1089/dia.2018.0015</pub-id><pub-id pub-id-type="medline">29792749</pub-id></nlm-citation></ref><ref id="ref34"><label>34</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>O&#x2019;Hara</surname><given-names>MC</given-names> </name><name name-style="western"><surname>Hynes</surname><given-names>L</given-names> </name><name name-style="western"><surname>O&#x2019;Donnell</surname><given-names>M</given-names> </name><etal/></person-group><article-title>A systematic review of interventions to improve outcomes for young adults with Type 1 diabetes</article-title><source>Diabet Med</source><year>2017</year><month>06</month><volume>34</volume><issue>6</issue><fpage>753</fpage><lpage>769</lpage><pub-id pub-id-type="doi">10.1111/dme.13276</pub-id><pub-id pub-id-type="medline">27761951</pub-id></nlm-citation></ref><ref id="ref35"><label>35</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Deci</surname><given-names>EL</given-names> </name><name name-style="western"><surname>Ryan</surname><given-names>RM</given-names> </name></person-group><source>Intrinsic Motivation and Self-Determination in Human Behavior</source><year>1985</year><publisher-name>Springer</publisher-name><pub-id pub-id-type="other">0306420228</pub-id></nlm-citation></ref><ref id="ref36"><label>36</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Goethals</surname><given-names>ER</given-names> </name><name name-style="western"><surname>Jaser</surname><given-names>SS</given-names> </name><name name-style="western"><surname>Verhaak</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Communication matters: the role of autonomy-supportive communication by health care providers and parents in adolescents with type 1 diabetes</article-title><source>Diabetes Res Clin Pract</source><year>2020</year><month>05</month><volume>163</volume><fpage>108153</fpage><pub-id pub-id-type="doi">10.1016/j.diabres.2020.108153</pub-id><pub-id pub-id-type="medline">32325107</pub-id></nlm-citation></ref><ref id="ref37"><label>37</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sarfo</surname><given-names>JO</given-names> </name><name name-style="western"><surname>Obeng</surname><given-names>P</given-names> </name><name name-style="western"><surname>Kyereh</surname><given-names>HK</given-names> </name><name name-style="western"><surname>Ansah</surname><given-names>EW</given-names> </name><name name-style="western"><surname>Attafuah</surname><given-names>PYA</given-names> </name></person-group><article-title>Self-determination theory and quality of life of adults with diabetes: a scoping review</article-title><source>J Diabetes Res</source><year>2023</year><volume>2023</volume><fpage>5341656</fpage><pub-id pub-id-type="doi">10.1155/2023/5341656</pub-id><pub-id pub-id-type="medline">37091043</pub-id></nlm-citation></ref><ref id="ref38"><label>38</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Husted</surname><given-names>GR</given-names> </name><name name-style="western"><surname>Thorsteinsson</surname><given-names>B</given-names> </name><name name-style="western"><surname>Esbensen</surname><given-names>BA</given-names> </name><etal/></person-group><article-title>Effect of guided self-determination youth intervention integrated into outpatient visits versus treatment as usual on glycemic control and life skills: a randomized clinical trial in adolescents with type 1 diabetes</article-title><source>Trials</source><year>2014</year><month>08</month><day>12</day><volume>15</volume><issue>1</issue><fpage>321</fpage><pub-id pub-id-type="doi">10.1186/1745-6215-15-321</pub-id><pub-id pub-id-type="medline">25118146</pub-id></nlm-citation></ref><ref id="ref39"><label>39</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Zoffmann</surname><given-names>V</given-names> </name><name name-style="western"><surname>Vistisen</surname><given-names>D</given-names> </name><name name-style="western"><surname>Due-Christensen</surname><given-names>M</given-names> </name></person-group><article-title>Flexible guided self-determination intervention for younger adults with poorly controlled type 1 diabetes, decreased HbA1c and psychosocial distress in women but not in men: a real-life RCT</article-title><source>Diabet Med</source><year>2015</year><month>09</month><volume>32</volume><issue>9</issue><fpage>1239</fpage><lpage>1246</lpage><pub-id pub-id-type="doi">10.1111/dme.12698</pub-id><pub-id pub-id-type="medline">25601214</pub-id></nlm-citation></ref><ref id="ref40"><label>40</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Hill</surname><given-names>E</given-names> </name><name name-style="western"><surname>Sibthorp</surname><given-names>J</given-names> </name></person-group><article-title>Autonomy support at diabetes camp: a self determination theory approach to therapeutic recreation</article-title><source>Ther Recreation J</source><year>2006</year><access-date>2025-11-13</access-date><volume>40</volume><issue>2</issue><fpage>107</fpage><comment><ext-link ext-link-type="uri" xlink:href="https://www.bctra.org/wp-content/uploads/tr_journals/961-3764-1-PB.pdf">https://www.bctra.org/wp-content/uploads/tr_journals/961-3764-1-PB.pdf</ext-link></comment></nlm-citation></ref><ref id="ref41"><label>41</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Idalski Carcone</surname><given-names>A</given-names> </name><name name-style="western"><surname>Ellis</surname><given-names>DA</given-names> </name><name name-style="western"><surname>Eggly</surname><given-names>S</given-names> </name><etal/></person-group><article-title>Improving diabetes management in emerging adulthood: an intervention development study using the multiphase optimization strategy</article-title><source>JMIR Res Protoc</source><year>2020</year><month>10</month><day>20</day><volume>9</volume><issue>10</issue><fpage>e20191</fpage><pub-id pub-id-type="doi">10.2196/20191</pub-id><pub-id pub-id-type="medline">33079068</pub-id></nlm-citation></ref><ref id="ref42"><label>42</label><nlm-citation citation-type="web"><source>Qualtrics XM</source><year>2025</year><access-date>2025-07-04</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.qualtrics.com/">https://www.qualtrics.com/</ext-link></comment></nlm-citation></ref><ref id="ref43"><label>43</label><nlm-citation citation-type="web"><person-group person-group-type="author"><collab>Michigan State University</collab></person-group><source>Computerized Intervention Authoring System 30</source><year>2021</year><access-date>2025-07-04</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 id="ref44"><label>44</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Appel</surname><given-names>J</given-names> </name><name name-style="western"><surname>von der P&#x00FC;tten</surname><given-names>A</given-names> </name><name name-style="western"><surname>Kr&#x00E4;mer</surname><given-names>NC</given-names> </name><name name-style="western"><surname>Gratch</surname><given-names>J</given-names> </name></person-group><article-title>Does humanity matter? Analyzing the importance of social cues and perceived agency of a computer system for the emergence of social reactions during human-computer interaction</article-title><source>Adv Hum Comput Interact</source><year>2012</year><volume>2012</volume><fpage>1</fpage><lpage>10</lpage><pub-id pub-id-type="doi">10.1155/2012/324694</pub-id></nlm-citation></ref><ref id="ref45"><label>45</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Miller</surname><given-names>WR</given-names> </name><name name-style="western"><surname>Rollnick</surname><given-names>S</given-names> </name></person-group><source>Motivational Interviewing: Preparing People to Change Addictive Behavior</source><year>1991</year><publisher-name>The Guilford Press</publisher-name><fpage>348</fpage><pub-id pub-id-type="other">0-89862-566-1</pub-id></nlm-citation></ref><ref id="ref46"><label>46</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Miller</surname><given-names>WR</given-names> </name><name name-style="western"><surname>Rollnick</surname><given-names>S</given-names> </name></person-group><source>Motivational Interviewing: Preparing People for Change</source><year>2002</year><edition>2</edition><publisher-name>Guilford</publisher-name><pub-id pub-id-type="doi">10.1097/01445442-200305000-00013</pub-id></nlm-citation></ref><ref id="ref47"><label>47</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Miller</surname><given-names>WR</given-names> </name><name name-style="western"><surname>Rollnick</surname><given-names>S</given-names> </name></person-group><source>Motivational Interviewing: Helping People Change</source><year>2012</year><edition>3</edition><publisher-name>The Guilford Press</publisher-name><pub-id pub-id-type="other">9781609182274</pub-id></nlm-citation></ref><ref id="ref48"><label>48</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Miller</surname><given-names>WR</given-names> </name><name name-style="western"><surname>Rollnick</surname><given-names>S</given-names> </name></person-group><source>Motivational Interviewing: Helping People Change and Grow</source><year>2023</year><publisher-name>Guilford Publications</publisher-name><pub-id pub-id-type="other">1462552811</pub-id></nlm-citation></ref><ref id="ref49"><label>49</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Fisher</surname><given-names>JD</given-names> </name><name name-style="western"><surname>Fisher</surname><given-names>WA</given-names> </name></person-group><article-title>Changing AIDS-risk behavior</article-title><source>Psychol Bull</source><year>1992</year><month>05</month><volume>111</volume><issue>3</issue><fpage>455</fpage><lpage>474</lpage><pub-id pub-id-type="doi">10.1037/0033-2909.111.3.455</pub-id><pub-id pub-id-type="medline">1594721</pub-id></nlm-citation></ref><ref id="ref50"><label>50</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Fisher</surname><given-names>WA</given-names> </name><name name-style="western"><surname>Fisher</surname><given-names>JD</given-names> </name><name name-style="western"><surname>Harman</surname><given-names>J</given-names> </name></person-group><article-title>The information-motivation-behavioral skills model: a general social psychological approach to understanding and promoting health behavior</article-title><source>Jerry Suls KAW</source><fpage>82</fpage><lpage>106</lpage><pub-id pub-id-type="doi">10.1002/9780470753552</pub-id></nlm-citation></ref><ref id="ref51"><label>51</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Bandura</surname><given-names>A</given-names> </name></person-group><person-group person-group-type="editor"><name name-style="western"><surname>Vasta</surname><given-names>R</given-names> </name></person-group><article-title>Social cognitive theory</article-title><source>Six Theories of Child Development: Revised Formulations and Current Issues</source><year>1989</year><publisher-name>JAI Press</publisher-name><fpage>1</fpage><lpage>60</lpage></nlm-citation></ref><ref id="ref52"><label>52</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Herbert</surname><given-names>L</given-names> </name><name name-style="western"><surname>Owen</surname><given-names>V</given-names> </name><name name-style="western"><surname>Pascarella</surname><given-names>L</given-names> </name><name name-style="western"><surname>Streisand</surname><given-names>R</given-names> </name></person-group><article-title>Text message interventions for children and adolescents with type 1 diabetes: a systematic review</article-title><source>Diabetes Technol Ther</source><year>2013</year><month>05</month><volume>15</volume><issue>5</issue><fpage>362</fpage><lpage>370</lpage><pub-id pub-id-type="doi">10.1089/dia.2012.0291</pub-id><pub-id pub-id-type="medline">23550554</pub-id></nlm-citation></ref><ref id="ref53"><label>53</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Arora</surname><given-names>S</given-names> </name><name name-style="western"><surname>Peters</surname><given-names>AL</given-names> </name><name name-style="western"><surname>Agy</surname><given-names>C</given-names> </name><name name-style="western"><surname>Menchine</surname><given-names>M</given-names> </name></person-group><article-title>A mobile health intervention for inner city patients with poorly controlled diabetes: proof-of-concept of the TExT-MED program</article-title><source>Diabetes Technol Ther</source><year>2012</year><month>06</month><volume>14</volume><issue>6</issue><fpage>492</fpage><lpage>496</lpage><pub-id pub-id-type="doi">10.1089/dia.2011.0252</pub-id><pub-id pub-id-type="medline">22524591</pub-id></nlm-citation></ref><ref id="ref54"><label>54</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Dick</surname><given-names>JJ</given-names> </name><name name-style="western"><surname>Nundy</surname><given-names>S</given-names> </name><name name-style="western"><surname>Solomon</surname><given-names>MC</given-names> </name><name name-style="western"><surname>Bishop</surname><given-names>KN</given-names> </name><name name-style="western"><surname>Chin</surname><given-names>MH</given-names> </name><name name-style="western"><surname>Peek</surname><given-names>ME</given-names> </name></person-group><article-title>Feasibility and usability of a text message-based program for diabetes self-management in an urban African-American population</article-title><source>J Diabetes Sci Technol</source><year>2011</year><month>09</month><day>1</day><volume>5</volume><issue>5</issue><fpage>1246</fpage><lpage>1254</lpage><pub-id pub-id-type="doi">10.1177/193229681100500534</pub-id><pub-id pub-id-type="medline">22027326</pub-id></nlm-citation></ref><ref id="ref55"><label>55</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Nundy</surname><given-names>S</given-names> </name><name name-style="western"><surname>Dick</surname><given-names>JJ</given-names> </name><name name-style="western"><surname>Solomon</surname><given-names>MC</given-names> </name><name name-style="western"><surname>Peek</surname><given-names>ME</given-names> </name></person-group><article-title>Developing a behavioral model for mobile phone-based diabetes interventions</article-title><source>Patient Educ Couns</source><year>2013</year><month>01</month><volume>90</volume><issue>1</issue><fpage>125</fpage><lpage>132</lpage><pub-id pub-id-type="doi">10.1016/j.pec.2012.09.008</pub-id><pub-id pub-id-type="medline">23063349</pub-id></nlm-citation></ref><ref id="ref56"><label>56</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Nundy</surname><given-names>S</given-names> </name><name name-style="western"><surname>Mishra</surname><given-names>A</given-names> </name><name name-style="western"><surname>Hogan</surname><given-names>P</given-names> </name><name name-style="western"><surname>Lee</surname><given-names>SM</given-names> </name><name name-style="western"><surname>Solomon</surname><given-names>MC</given-names> </name><name name-style="western"><surname>Peek</surname><given-names>ME</given-names> </name></person-group><article-title>How do mobile phone diabetes programs drive behavior change? Evidence from a mixed methods observational cohort study</article-title><source>Diabetes Educ</source><year>2014</year><volume>40</volume><issue>6</issue><fpage>806</fpage><lpage>819</lpage><pub-id pub-id-type="doi">10.1177/0145721714551992</pub-id><pub-id pub-id-type="medline">25278512</pub-id></nlm-citation></ref><ref id="ref57"><label>57</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Franklin</surname><given-names>VL</given-names> </name><name name-style="western"><surname>Waller</surname><given-names>A</given-names> </name><name name-style="western"><surname>Pagliari</surname><given-names>C</given-names> </name><name name-style="western"><surname>Greene</surname><given-names>SA</given-names> </name></person-group><article-title>A randomized controlled trial of Sweet Talk, a text-messaging system to support young people with diabetes</article-title><source>Diabet Med</source><year>2006</year><month>12</month><volume>23</volume><issue>12</issue><fpage>1332</fpage><lpage>1338</lpage><pub-id pub-id-type="doi">10.1111/j.1464-5491.2006.01989.x</pub-id><pub-id pub-id-type="medline">17116184</pub-id></nlm-citation></ref><ref id="ref58"><label>58</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Fischer</surname><given-names>HH</given-names> </name><name name-style="western"><surname>Moore</surname><given-names>SL</given-names> </name><name name-style="western"><surname>Ginosar</surname><given-names>D</given-names> </name><etal/></person-group><article-title>Care by cell phone: text messaging for chronic disease management</article-title><source>Am J Manag Care</source><year>2012</year><month>02</month><day>1</day><access-date>2025-11-13</access-date><volume>18</volume><issue>2</issue><fpage>e42</fpage><lpage>7</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://europepmc.org/article/med/22435883">https://europepmc.org/article/med/22435883</ext-link></comment><pub-id pub-id-type="medline">22435883</pub-id></nlm-citation></ref><ref id="ref59"><label>59</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kolmodin MacDonell</surname><given-names>K</given-names> </name><name name-style="western"><surname>Naar</surname><given-names>S</given-names> </name><name name-style="western"><surname>Gibson-Scipio</surname><given-names>W</given-names> </name><name name-style="western"><surname>Lam</surname><given-names>P</given-names> </name><name name-style="western"><surname>Secord</surname><given-names>E</given-names> </name></person-group><article-title>The Detroit Young Adult Asthma Project: pilot of a technology-based medication adherence intervention for African-American emerging adults</article-title><source>J Adolesc Health</source><year>2016</year><month>10</month><volume>59</volume><issue>4</issue><fpage>465</fpage><lpage>471</lpage><pub-id pub-id-type="doi">10.1016/j.jadohealth.2016.05.016</pub-id><pub-id pub-id-type="medline">27475032</pub-id></nlm-citation></ref><ref id="ref60"><label>60</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sansoni</surname><given-names>JE</given-names> </name><name name-style="western"><surname>Grootemaat</surname><given-names>P</given-names> </name><name name-style="western"><surname>Duncan</surname><given-names>C</given-names> </name></person-group><article-title>Question prompt lists in health consultations: a review</article-title><source>Patient Educ Couns</source><year>2015</year><month>06</month><day>3</day><fpage>S0738-3991(15)00258-X</fpage><pub-id pub-id-type="doi">10.1016/j.pec.2015.05.015</pub-id><pub-id pub-id-type="medline">26104993</pub-id></nlm-citation></ref><ref id="ref61"><label>61</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Brandes</surname><given-names>K</given-names> </name><name name-style="western"><surname>Linn</surname><given-names>AJ</given-names> </name><name name-style="western"><surname>Butow</surname><given-names>PN</given-names> </name><name name-style="western"><surname>van Weert</surname><given-names>JCM</given-names> </name></person-group><article-title>The characteristics and effectiveness of question prompt list interventions in oncology: a systematic review of the literature</article-title><source>Psychooncology</source><year>2015</year><month>03</month><volume>24</volume><issue>3</issue><fpage>245</fpage><lpage>252</lpage><pub-id pub-id-type="doi">10.1002/pon.3637</pub-id><pub-id pub-id-type="medline">25082386</pub-id></nlm-citation></ref><ref id="ref62"><label>62</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Street</surname><given-names>RL</given-names> </name><name name-style="western"><surname>Slee</surname><given-names>C</given-names> </name><name name-style="western"><surname>Kalauokalani</surname><given-names>DK</given-names> </name><name name-style="western"><surname>Dean</surname><given-names>DE</given-names> </name><name name-style="western"><surname>Tancredi</surname><given-names>DJ</given-names> </name><name name-style="western"><surname>Kravitz</surname><given-names>RL</given-names> </name></person-group><article-title>Improving physician-patient communication about cancer pain with a tailored education-coaching intervention</article-title><source>Patient Educ Couns</source><year>2010</year><month>07</month><volume>80</volume><issue>1</issue><fpage>42</fpage><lpage>47</lpage><pub-id pub-id-type="doi">10.1016/j.pec.2009.10.009</pub-id><pub-id pub-id-type="medline">19962845</pub-id></nlm-citation></ref><ref id="ref63"><label>63</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Eggly</surname><given-names>S</given-names> </name><name name-style="western"><surname>Tkatch</surname><given-names>R</given-names> </name><name name-style="western"><surname>Penner</surname><given-names>LA</given-names> </name><etal/></person-group><article-title>Development of a question prompt list as a communication intervention to reduce racial disparities in cancer treatment</article-title><source>J Cancer Educ</source><year>2013</year><month>06</month><volume>28</volume><issue>2</issue><fpage>282</fpage><lpage>289</lpage><pub-id pub-id-type="doi">10.1007/s13187-013-0456-2</pub-id><pub-id pub-id-type="medline">23440665</pub-id></nlm-citation></ref><ref id="ref64"><label>64</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Eggly</surname><given-names>S</given-names> </name><name name-style="western"><surname>Hamel</surname><given-names>LM</given-names> </name><name name-style="western"><surname>Foster</surname><given-names>TS</given-names> </name><etal/></person-group><article-title>Randomized trial of a question prompt list to increase patient active participation during interactions with Black patients and their oncologists</article-title><source>Patient Educ Couns</source><year>2017</year><month>05</month><volume>100</volume><issue>5</issue><fpage>818</fpage><lpage>826</lpage><pub-id pub-id-type="doi">10.1016/j.pec.2016.12.026</pub-id><pub-id pub-id-type="medline">28073615</pub-id></nlm-citation></ref><ref id="ref65"><label>65</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Gale</surname><given-names>NK</given-names> </name><name name-style="western"><surname>Heath</surname><given-names>G</given-names> </name><name name-style="western"><surname>Cameron</surname><given-names>E</given-names> </name><name name-style="western"><surname>Rashid</surname><given-names>S</given-names> </name><name name-style="western"><surname>Redwood</surname><given-names>S</given-names> </name></person-group><article-title>Using the framework method for the analysis of qualitative data in multi-disciplinary health research</article-title><source>BMC Med Res Methodol</source><year>2013</year><volume>13</volume><issue>1</issue><fpage>117</fpage><pub-id pub-id-type="doi">10.1186/1471-2288-13-117</pub-id></nlm-citation></ref><ref id="ref66"><label>66</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Adler</surname><given-names>NE</given-names> </name><name name-style="western"><surname>Epel</surname><given-names>ES</given-names> </name><name name-style="western"><surname>Castellazzo</surname><given-names>G</given-names> </name><name name-style="western"><surname>Ickovics</surname><given-names>JR</given-names> </name></person-group><article-title>Relationship of subjective and objective social status with psychological and physiological functioning: preliminary data in healthy, White women</article-title><source>Health Psychol</source><year>2000</year><volume>19</volume><issue>6</issue><fpage>586</fpage><lpage>592</lpage><pub-id pub-id-type="doi">10.1037//0278-6133.19.6.586</pub-id></nlm-citation></ref><ref id="ref67"><label>67</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Raiff</surname><given-names>BR</given-names> </name><name name-style="western"><surname>Barrry</surname><given-names>VB</given-names> </name><name name-style="western"><surname>Ridenour</surname><given-names>TA</given-names> </name><name name-style="western"><surname>Jitnarin</surname><given-names>N</given-names> </name></person-group><article-title>Internet-based incentives increase blood glucose testing with a non-adherent, diverse sample of teens with type 1 diabetes mellitus: a randomized controlled trial</article-title><source>Behav Med Pract Policy Res</source><year>2016</year><month>06</month><volume>6</volume><issue>2</issue><fpage>179</fpage><lpage>188</lpage><pub-id pub-id-type="doi">10.1007/s13142-016-0397-5</pub-id></nlm-citation></ref><ref id="ref68"><label>68</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Goyal</surname><given-names>S</given-names> </name><name name-style="western"><surname>Nunn</surname><given-names>CA</given-names> </name><name name-style="western"><surname>Rotondi</surname><given-names>M</given-names> </name><etal/></person-group><article-title>A mobile app for the self-management of type 1 diabetes among adolescents: a randomized controlled trial</article-title><source>JMIR Mhealth Uhealth</source><year>2017</year><month>06</month><day>19</day><volume>5</volume><issue>6</issue><fpage>e82</fpage><pub-id pub-id-type="doi">10.2196/mhealth.7336</pub-id><pub-id pub-id-type="medline">28630037</pub-id></nlm-citation></ref><ref id="ref69"><label>69</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Bergner</surname><given-names>EM</given-names> </name><name name-style="western"><surname>Whittemore</surname><given-names>R</given-names> </name><name name-style="western"><surname>Patel</surname><given-names>NJ</given-names> </name><name name-style="western"><surname>Savin</surname><given-names>KL</given-names> </name><name name-style="western"><surname>Hamburger</surname><given-names>ER</given-names> </name><name name-style="western"><surname>Jaser</surname><given-names>SS</given-names> </name></person-group><article-title>Participants&#x2019; experience and engagement in check it!: a positive psychology intervention for adolescents with type 1 diabetes</article-title><source>Transl Issues Psychol Sci</source><year>2018</year><volume>4</volume><issue>3</issue><fpage>215</fpage><lpage>227</lpage><pub-id pub-id-type="doi">10.1037/tps0000161</pub-id><pub-id pub-id-type="medline">30505889</pub-id></nlm-citation></ref><ref id="ref70"><label>70</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Venkatesh</surname><given-names>V</given-names> </name><name name-style="western"><surname>Thong</surname><given-names>JYL</given-names> </name><name name-style="western"><surname>Xu</surname><given-names>X</given-names> </name></person-group><article-title>Consumer acceptance and use of information technology: extending the Unified Theory of Acceptance and Use of Technology</article-title><source>MIS Q</source><year>2012</year><month>03</month><day>1</day><volume>36</volume><issue>1</issue><fpage>157</fpage><lpage>178</lpage><pub-id pub-id-type="doi">10.2307/41410412</pub-id></nlm-citation></ref><ref id="ref71"><label>71</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Sharma</surname><given-names>A</given-names> </name><name name-style="western"><surname>Charulatha</surname><given-names>K</given-names> </name></person-group><article-title>Peer pressure: a comprehensive literature review of the last two decades</article-title><source>Int J Fam Med Res</source><year>2019</year><access-date>2025-11-13</access-date><volume>2</volume><issue>4</issue><fpage>1</fpage><lpage>10</lpage><comment><ext-link ext-link-type="uri" xlink:href="https://api.semanticscholar.org/CorpusID:268489082">https://api.semanticscholar.org/CorpusID:268489082</ext-link></comment></nlm-citation></ref><ref id="ref72"><label>72</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Nittas</surname><given-names>V</given-names> </name><name name-style="western"><surname>Daniore</surname><given-names>P</given-names> </name><name name-style="western"><surname>Chavez</surname><given-names>SJ</given-names> </name><name name-style="western"><surname>Wray</surname><given-names>TB</given-names> </name></person-group><article-title>Challenges in implementing cultural adaptations of digital health interventions</article-title><source>Commun Med (Lond)</source><year>2024</year><month>01</month><day>5</day><volume>4</volume><issue>1</issue><fpage>7</fpage><pub-id pub-id-type="doi">10.1038/s43856-023-00426-2</pub-id><pub-id pub-id-type="medline">38182750</pub-id></nlm-citation></ref><ref id="ref73"><label>73</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Joo</surname><given-names>JY</given-names> </name><name name-style="western"><surname>Liu</surname><given-names>MF</given-names> </name></person-group><article-title>Culturally tailored interventions for ethnic minorities: a scoping review</article-title><source>Nurs Open</source><year>2021</year><month>09</month><volume>8</volume><issue>5</issue><fpage>2078</fpage><lpage>2090</lpage><pub-id pub-id-type="doi">10.1002/nop2.733</pub-id><pub-id pub-id-type="medline">34388862</pub-id></nlm-citation></ref><ref id="ref74"><label>74</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Schaechter</surname><given-names>T</given-names> </name><name name-style="western"><surname>Flowers</surname><given-names>SN</given-names> </name><name name-style="western"><surname>Weiss</surname><given-names>M</given-names> </name><name name-style="western"><surname>Becker-Haimes</surname><given-names>EM</given-names> </name><name name-style="western"><surname>Sanchez</surname><given-names>AL</given-names> </name></person-group><article-title>Culturally adapted interventions for anxiety and trauma-related disorders in marginalized youth: a systematic review</article-title><source>Child Psychiatry Hum Dev</source><year>2025</year><month>05</month><day>21</day><pub-id pub-id-type="doi">10.1007/s10578-025-01833-3</pub-id><pub-id pub-id-type="medline">40397328</pub-id></nlm-citation></ref><ref id="ref75"><label>75</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Balkhi</surname><given-names>AM</given-names> </name><name name-style="western"><surname>Reid</surname><given-names>AM</given-names> </name><name name-style="western"><surname>Westen</surname><given-names>SC</given-names> </name><name name-style="western"><surname>Olsen</surname><given-names>B</given-names> </name><name name-style="western"><surname>Janicke</surname><given-names>DM</given-names> </name><name name-style="western"><surname>Geffken</surname><given-names>GR</given-names> </name></person-group><article-title>Telehealth interventions to reduce management complications in type 1 diabetes: a review</article-title><source>World J Diabetes</source><year>2015</year><month>04</month><day>15</day><volume>6</volume><issue>3</issue><fpage>371</fpage><lpage>379</lpage><pub-id pub-id-type="doi">10.4239/wjd.v6.i3.371</pub-id><pub-id pub-id-type="medline">25897348</pub-id></nlm-citation></ref><ref id="ref76"><label>76</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>El-Gayar</surname><given-names>O</given-names> </name><name name-style="western"><surname>Timsina</surname><given-names>P</given-names> </name><name name-style="western"><surname>Nawar</surname><given-names>N</given-names> </name><name name-style="western"><surname>Eid</surname><given-names>W</given-names> </name></person-group><article-title>A systematic review of IT for diabetes self-management: are there yet?</article-title><source>Int J Med Inform</source><year>2013</year><month>08</month><volume>82</volume><issue>8</issue><fpage>637</fpage><lpage>652</lpage><pub-id pub-id-type="doi">10.1016/j.ijmedinf.2013.05.006</pub-id><pub-id pub-id-type="medline">23792137</pub-id></nlm-citation></ref><ref id="ref77"><label>77</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Ayling</surname><given-names>K</given-names> </name><name name-style="western"><surname>Brierley</surname><given-names>S</given-names> </name><name name-style="western"><surname>Johnson</surname><given-names>B</given-names> </name><name name-style="western"><surname>Heller</surname><given-names>S</given-names> </name><name name-style="western"><surname>Eiser</surname><given-names>C</given-names> </name></person-group><article-title>Efficacy of theory&#x2010;based interventions for young people with type 1 diabetes: a systematic review and meta&#x2010;analysis</article-title><source>British J Health Psychol</source><year>2015</year><month>05</month><volume>20</volume><issue>2</issue><fpage>428</fpage><lpage>446</lpage><pub-id pub-id-type="doi">10.1111/bjhp.12131</pub-id></nlm-citation></ref><ref id="ref78"><label>78</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Idalski Carcone</surname><given-names>A</given-names> </name><name name-style="western"><surname>Holtz</surname><given-names>BE</given-names> </name><name name-style="western"><surname>Reardon</surname><given-names>M</given-names> </name><name name-style="western"><surname>Vesey</surname><given-names>D</given-names> </name><name name-style="western"><surname>Ellis</surname><given-names>DA</given-names> </name><name name-style="western"><surname>Parks</surname><given-names>M</given-names> </name></person-group><article-title>Meeting the needs of emerging adults with type 1 diabetes living in a rural area with mobile health interventions: focus group study</article-title><source>JMIR Form Res</source><year>2024</year><month>08</month><day>7</day><volume>8</volume><fpage>e55650</fpage><pub-id pub-id-type="doi">10.2196/55650</pub-id><pub-id pub-id-type="medline">39110496</pub-id></nlm-citation></ref><ref id="ref79"><label>79</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Kamody</surname><given-names>RC</given-names> </name><name name-style="western"><surname>Berlin</surname><given-names>KS</given-names> </name><name name-style="western"><surname>Rybak</surname><given-names>TM</given-names> </name><etal/></person-group><article-title>Psychological flexibility among youth with type 1 diabetes: relating patterns of acceptance, adherence, and stress to adaptation</article-title><source>Behav Med</source><year>2018</year><volume>44</volume><issue>4</issue><fpage>271</fpage><lpage>279</lpage><pub-id pub-id-type="doi">10.1080/08964289.2017.1297290</pub-id><pub-id pub-id-type="medline">28524766</pub-id></nlm-citation></ref><ref id="ref80"><label>80</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Collins</surname><given-names>LM</given-names> </name><name name-style="western"><surname>Murphy</surname><given-names>SA</given-names> </name><name name-style="western"><surname>Strecher</surname><given-names>V</given-names> </name></person-group><article-title>The multiphase optimization strategy (MOST) and the sequential multiple assignment randomized trial (SMART): new methods for more potent ehealth interventions</article-title><source>Am J Prev Med</source><year>2007</year><month>05</month><volume>32</volume><issue>5 Suppl</issue><fpage>S112</fpage><lpage>8</lpage><pub-id pub-id-type="doi">10.1016/j.amepre.2007.01.022</pub-id><pub-id pub-id-type="medline">17466815</pub-id></nlm-citation></ref><ref id="ref81"><label>81</label><nlm-citation citation-type="web"><person-group person-group-type="author"><name name-style="western"><surname>Gelles-Watnick</surname><given-names>R</given-names> </name></person-group><article-title>Americans&#x2019; use of mobile technology and home broadband</article-title><source>Pew Research Center</source><year>2024</year><month>01</month><day>31</day><access-date>2025-11-25</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.pewresearch.org/internet/2024/01/31/americans-use-of-mobile-technology-and-home-broadband/">https://www.pewresearch.org/internet/2024/01/31/americans-use-of-mobile-technology-and-home-broadband/</ext-link></comment></nlm-citation></ref><ref id="ref82"><label>82</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Aoki</surname><given-names>K</given-names> </name><name name-style="western"><surname>Downes</surname><given-names>EJ</given-names> </name></person-group><article-title>An analysis of young people&#x2019;s use of and attitudes toward cell phones</article-title><source>Telemat Inform</source><year>2003</year><month>11</month><volume>20</volume><issue>4</issue><fpage>349</fpage><lpage>364</lpage><pub-id pub-id-type="doi">10.1016/S0736-5853(03)00018-2</pub-id></nlm-citation></ref><ref id="ref83"><label>83</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Auter</surname><given-names>PJ</given-names> </name></person-group><article-title>Portable social groups: willingness to communicate, interpersonal communication gratifications, and cell phone use among young adults</article-title><source>Int J Mob Commun</source><year>2007</year><volume>5</volume><issue>2</issue><fpage>139</fpage><pub-id pub-id-type="doi">10.1504/IJMC.2007.011813</pub-id></nlm-citation></ref><ref id="ref84"><label>84</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Fotheringham</surname><given-names>MJ</given-names> </name><name name-style="western"><surname>Wonnacott</surname><given-names>RL</given-names> </name><name name-style="western"><surname>Owen</surname><given-names>N</given-names> </name></person-group><article-title>Computer use and physical inactivity in young adults: public health perils and potentials of new information technologies</article-title><source>Ann Behav Med</source><year>2000</year><volume>22</volume><issue>4</issue><fpage>269</fpage><lpage>275</lpage><pub-id pub-id-type="doi">10.1007/BF02895662</pub-id><pub-id pub-id-type="medline">11253437</pub-id></nlm-citation></ref><ref id="ref85"><label>85</label><nlm-citation citation-type="journal"><person-group person-group-type="author"><name name-style="western"><surname>Giovanelli</surname><given-names>A</given-names> </name><name name-style="western"><surname>Ozer</surname><given-names>EM</given-names> </name><name name-style="western"><surname>Dahl</surname><given-names>RE</given-names> </name></person-group><article-title>Leveraging technology to improve health in adolescence: a developmental science perspective</article-title><source>J Adolesc Health</source><year>2020</year><month>08</month><volume>67</volume><issue>2S</issue><fpage>S7</fpage><lpage>S13</lpage><pub-id pub-id-type="doi">10.1016/j.jadohealth.2020.02.020</pub-id><pub-id pub-id-type="medline">32718517</pub-id></nlm-citation></ref></ref-list><app-group><supplementary-material id="app1"><label>Multimedia Appendix 1</label><p>Semistructured interview questions and detailed descriptions of the interventions.</p><media xlink:href="formative_v9i1e75623_app1.docx" xlink:title="DOCX File, 295 KB"/></supplementary-material></app-group></back></article>