<?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 Hum Factors</journal-id><journal-id journal-id-type="publisher-id">humanfactors</journal-id><journal-id journal-id-type="index">6</journal-id><journal-title>JMIR Human Factors</journal-title><abbrev-journal-title>JMIR Hum Factors</abbrev-journal-title><issn pub-type="epub">2292-9495</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">v13i1e88122</article-id><article-id pub-id-type="doi">10.2196/88122</article-id><article-categories><subj-group subj-group-type="heading"><subject>Original Paper</subject></subj-group></article-categories><title-group><article-title>Participant Engagement With a Digital Behavioral Health App for Chronic Pain: Descriptive Secondary Analysis of a Feasibility Randomized Controlled Trial</article-title></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name name-style="western"><surname>Zbikowski</surname><given-names>Susan M</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff1">1</xref><xref ref-type="aff" rid="aff2">2</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Masterson</surname><given-names>Jo</given-names></name><degrees>RN</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Burrola-Mendez</surname><given-names>Yohali</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Hsu</surname><given-names>Chialing</given-names></name><degrees>MS</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Ma</surname><given-names>Kris Pui Kwan</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Zhang</surname><given-names>Ying</given-names></name><degrees>MD</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Waters</surname><given-names>Deanna</given-names></name><degrees>LMHC</degrees><xref ref-type="aff" rid="aff1">1</xref></contrib><contrib contrib-type="author"><name name-style="western"><surname>Stephens</surname><given-names>Kari A</given-names></name><degrees>PhD</degrees><xref ref-type="aff" rid="aff3">3</xref></contrib></contrib-group><aff id="aff1"><institution>2Morrow, Inc</institution><addr-line>12020 113th Ave NE, Ste 295</addr-line><addr-line>Kirkland</addr-line><addr-line>WA</addr-line><country>United States</country></aff><aff id="aff2"><institution>inZights Consulting, LLC</institution><addr-line>Seattle</addr-line><addr-line>WA</addr-line><country>United States</country></aff><aff id="aff3"><institution>Department of Family Medicine, University of Washington</institution><addr-line>Seattle</addr-line><addr-line>WA</addr-line><country>United States</country></aff><contrib-group><contrib contrib-type="editor"><name name-style="western"><surname>Kushniruk</surname><given-names>Andre</given-names></name></contrib></contrib-group><contrib-group><contrib contrib-type="reviewer"><name name-style="western"><surname>Ross</surname><given-names>Edgar</given-names></name></contrib><contrib contrib-type="reviewer"><name name-style="western"><surname>P</surname><given-names>Sivaranjani</given-names></name></contrib></contrib-group><author-notes><corresp>Correspondence to Susan M Zbikowski, PhD, 2Morrow, Inc, 12020 113th Ave NE, Ste 295, Kirkland, WA, 98034, United States, 1 833-344-8425; <email>suezbikowski@inzights-consulting.com</email></corresp></author-notes><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>9</day><month>4</month><year>2026</year></pub-date><volume>13</volume><elocation-id>e88122</elocation-id><history><date date-type="received"><day>19</day><month>11</month><year>2025</year></date><date date-type="rev-recd"><day>10</day><month>02</month><year>2026</year></date><date date-type="accepted"><day>21</day><month>02</month><year>2026</year></date></history><copyright-statement>&#x00A9; Susan M Zbikowski, Jo Masterson, Yohali Burrola-Mendez, Chialing Hsu, Kris Pui Kwan Ma, Ying Zhang, Deanna Waters, Kari A Stephens. Originally published in JMIR Human Factors (<ext-link ext-link-type="uri" xlink:href="https://humanfactors.jmir.org">https://humanfactors.jmir.org</ext-link>), 9.4.2026. </copyright-statement><copyright-year>2026</copyright-year><license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR Human Factors, is properly cited. The complete bibliographic information, a link to the original publication on <ext-link ext-link-type="uri" xlink:href="https://humanfactors.jmir.org">https://humanfactors.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://humanfactors.jmir.org/2026/1/e88122"/><abstract><sec><title>Background</title><p>Chronic pain is a widespread condition that impairs quality of life and is often managed primarily with medications. National guidelines now recommend nonpharmacologic, mind-and-body, and behavioral approaches as first-line or complementary treatments. However, access to these evidence-based options remains limited. Digital health technologies offer a scalable way to deliver integrative, self-care interventions that empower patients to live well with pain.</p></sec><sec><title>Objective</title><p>This study examined engagement with and perceived usefulness of a patient- and health care professional&#x2013;informed mobile app designed to deliver behavioral and educational content to support pain self-management.</p></sec><sec sec-type="methods"><title>Methods</title><p>Adult primary care patients with chronic pain were enrolled in a 12-week feasibility trial. The app included lessons addressing the physical, emotional, and social aspects of pain; tracking and personalized insights; self-screenings; and optional in-app coaching. Participants completed baseline and 3-month surveys assessing usability and satisfaction. Engagement was evaluated through app analytics and milestone completion.</p></sec><sec sec-type="results"><title>Results</title><p>Of 49 patients assigned to the app, 40 (81.6%) activated it. Participants used the app for an average of 27.3 (SD 25.2) unique days and completed an average of 25.5 (SD 22.5) core lessons. Engagement highlights included 42.5% (17/40) completion of the valued living module, 25.0% (10/40) completion of all lessons, and 50.0% (20/40) use of daily check-ins. Usability ratings were high, with 86.7% (26/30) reporting that the app helped them better understand or manage their pain and 90.0% (27/30) recommending it to others.</p></sec><sec sec-type="conclusions"><title>Conclusions</title><p>Adults with chronic pain engaged with the program and reported high satisfaction with this evidence-informed digital mind-and-body intervention. Findings from this feasibility study suggest the potential for digital tools to support access to nonpharmacologic, integrative pain self-care and complement traditional clinical approaches.</p></sec><sec><title>Trial Registration</title><p>ClinicalTrials.gov NCT06000007; https://clinicaltrials.gov/study/NCT06000007</p></sec></abstract><kwd-group><kwd>chronic pain</kwd><kwd>self-management</kwd><kwd>digital health</kwd><kwd>behavioral health</kwd><kwd>acceptance and commitment therapy</kwd></kwd-group></article-meta></front><body><sec id="s1" sec-type="intro"><title>Introduction</title><p>Chronic pain is one of the most common reasons why adults seek medical care [<xref ref-type="bibr" rid="ref1">1</xref>]. It affects over 50 million adults in the United States&#x2014;more than 20% of the population&#x2014;with approximately 8.5% experiencing pain that limits daily functioning, including participation in work and social activities [<xref ref-type="bibr" rid="ref2">2</xref>]. The burden is not equally distributed; rates are higher among individuals with lower income and educational levels and those with public health insurance [<xref ref-type="bibr" rid="ref3">3</xref>]. Chronic pain is associated with long-term opioid use, emotional distress, and disability [<xref ref-type="bibr" rid="ref4">4</xref>,<xref ref-type="bibr" rid="ref5">5</xref>] and is estimated to cost the US economy between US $560 and US $635 billion annually in direct health care expenditures and lost productivity [<xref ref-type="bibr" rid="ref6">6</xref>].</p><p>In response to the opioid epidemic, national guidelines recommend behavioral interventions as first-line or complementary treatments for chronic pain [<xref ref-type="bibr" rid="ref7">7</xref>,<xref ref-type="bibr" rid="ref8">8</xref>]. Evidence supports cognitive behavioral therapy, acceptance and commitment therapy, and mindfulness-based interventions [<xref ref-type="bibr" rid="ref9">9</xref>-<xref ref-type="bibr" rid="ref11">11</xref>], yet these treatments are underused in routine care. Primary care providers, often the first point of contact for patients [<xref ref-type="bibr" rid="ref12">12</xref>], face barriers to implementing these strategies, including limited training in behavioral approaches for pain; time constraints; and system-level barriers such as insufficient insurance coverage, access challenges, and limited availability of trained professionals [<xref ref-type="bibr" rid="ref12">12</xref>-<xref ref-type="bibr" rid="ref14">14</xref>]. Because most behavioral pain treatments are delivered in specialty settings, scalability and accessibility are limited [<xref ref-type="bibr" rid="ref13">13</xref>-<xref ref-type="bibr" rid="ref15">15</xref>]. The National Academy of Medicine has called for the development of innovative strategies to reduce these barriers and support more equitable and effective pain care [<xref ref-type="bibr" rid="ref12">12</xref>].</p><p>Digital health technologies, including mobile apps, can extend the reach of evidence-based behavioral interventions by delivering support asynchronously outside traditional clinical settings and being integrated into broader care models. They align with needs to diversify service delivery and equip medical professionals, including those in primary care, with accessible tools for pain management [<xref ref-type="bibr" rid="ref13">13</xref>,<xref ref-type="bibr" rid="ref16">16</xref>-<xref ref-type="bibr" rid="ref18">18</xref>]. However, reviews show that many consumer apps lack credible content or health care professional input, have limited functionality, and fail to engage users [<xref ref-type="bibr" rid="ref19">19</xref>,<xref ref-type="bibr" rid="ref20">20</xref>]. This highlights the need for engaging, evidence-based, patient- and health care professional&#x2013;informed apps that address the full biopsychosocial experience of pain and can be used in clinical practice.</p><p>We conducted a feasibility study of a self-directed mobile app designed to deliver evidence-based educational content and behavioral strategies to adults with chronic pain. This study evaluated participant engagement, including patterns of use, frequency of use, and feature use. Insights into user interaction with digital behavioral tools are essential for refining intervention design, informing clinical integration, and guiding future research and scale-up.</p></sec><sec id="s2" sec-type="methods"><title>Methods</title><sec id="s2-1"><title>Study Design</title><p>We analyzed engagement data collected during a feasibility randomized control trial of a mobile behavioral health app designed to help patients treated in primary care for chronic pain management. The feasibility trial was a 2-arm randomized controlled trial designed to assess the feasibility of trial implementation (recruitment, randomization, treatment, and retention) and explore preliminary impacts on pain, pain interference, and mental health. This paper presents a descriptive analysis of user experience and app use data among participants in the intervention arm, who had access to the mobile behavioral health app during the study period. Participants were randomized using a stratified approach based on health care system and age to ensure balanced allocation across health systems and approximate the national age distribution of adults living with chronic pain.</p></sec><sec id="s2-2"><title>Ethical Considerations</title><p>This study was conducted as part of a National Institutes of Health Small Business Innovation Research&#x2013;funded collaboration, with 2Morrow Inc serving as the grant recipient and developer of the intervention and the University of Washington serving as the academic research partner.</p><p>All study procedures, including recruitment, consent, data collection, and follow-up, were reviewed and approved by the University of Washington Institutional Review Board (STUDY00016340) and were conducted in accordance with the approved study protocols and applicable federal regulations. All patients provided informed consent prior to participation. Patient privacy and confidentiality were protected through multiple safeguards. Data were stored on secure, access-controlled systems, and all analytic datasets were deidentified prior to analysis. No directly identifying information was included in analytic files. App use data were captured automatically through the intervention platform and linked to study data using unique participant identifiers. Data handling procedures complied with applicable privacy and confidentiality requirements. Patients assigned to the Salty program were provided with 2Morrow&#x2019;s privacy policy at the time of program activation, which outlines how user data are collected, used, and protected.</p><p>Patients received a US $50 electronic gift card for each completed survey (up to US $200 total).</p></sec><sec id="s2-3"><title>Recruitment and Eligibility</title><p>Primary care patients with chronic pain were identified through electronic health records at 4 health systems (60 clinics) in Washington and Idaho, sent an email invitation to participate in the study, and directed to complete a screening survey to determine eligibility. Eligible participants had at least one documented chronic pain condition identified through electronic health records. Types of pain represented in the study population included back pain, neck pain, noninflammatory joint pain, abdominal or bowel pain, fibromyalgia, and headache disorders. Patients were selected to participate if they were actively receiving care for their chronic pain (&#x2265;2 primary care visits in the previous year), currently endorsed struggling with chronic pain for 3 months or longer, endorsed having pain interference in their lives (&#x2265;55 on the Patient-Reported Outcomes Measurement Information System Pain Interference scale [<xref ref-type="bibr" rid="ref21">21</xref>,<xref ref-type="bibr" rid="ref22">22</xref>]), could use an app in English, and had a smartphone compatible with the behavioral health app.</p><p>Patients randomized to the intervention group received access to the Salty for Chronic Pain app, a novel digital behavioral health intervention developed by 2Morrow Inc (<xref ref-type="fig" rid="figure1">Figure 1</xref>). To be included in this study and analysis, patients had to successfully activate the app, which included downloading it and completing their in-app personal profile.</p><p>Patients were invited to participate via email and directed to an online interest survey. The survey provided 3 options: proceed to eligibility screening, request a call from a study coordinator for additional information, or opt out of the study. Patients who completed the eligibility screening were informed of their eligibility status at the end of the survey. Those who were eligible were directed to an electronic consent form, which allowed them to confirm participation, request further discussion with a study coordinator, or decline participation. Patients who confirmed participation provided informed consent electronically prior to enrollment.</p><fig position="float" id="figure1"><label>Figure 1.</label><caption><p>Screenshots of the pain app: (A) daily task recommendations, (B) the section where patients can explore other core lesson categories, (C) the passport stamp page for viewing completed milestones, and (D) the tool that provides insights from the daily check-in data.</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="humanfactors_v13i1e88122_fig01.png"/></fig></sec><sec id="s2-4"><title>Program Design and Features</title><p>Salty for Chronic Pain (pain app) is a 12-week self-directed program designed to educate and support patients managing the emotional, social, and behavioral aspects of living with chronic pain with the goal of reducing pain interference and improving function and quality of life. The program was created with input from patients, health care professionals, and pain behavioral health specialists during phase 1 of the Small Business Innovation Research trial; health care professionals indicated that they wanted additional options for their patients with pain that were evidence based but did not require much of their time [<xref ref-type="bibr" rid="ref23">23</xref>].</p><p>The program used the metaphor of guiding patients on a personal journey to explore the physical, emotional, and social aspects of pain to learn how to live life despite having pain. The program included a total of 58 core lessons divided into 4 sections and additional bonus content. The first core section, known as &#x201C;Hometown,&#x201D; included 22 lessons related to the concept of valued living and living with pain based on principles from acceptance and commitment therapy. The other sections covered the physical (16 lessons), emotional (13 lessons), and social (7 lessons) aspects of pain.</p><p>The program included tools for gaining personal insights into pain and daily functioning. The &#x201C;Daily Check-in&#x201D; allowed patients to rate their overall day (&#x201C;awesome&#x201D; to &#x201C;awful&#x201D;), as well as energy, activity, stress, social connection, valued activities, and pain (all on 5-point scales), with results displayed graphically across daily, weekly, or monthly views. A journal feature was provided for recording additional reflections, and patients could optionally connect a Fitbit (provided at no cost) to track activity, sleep, and heart rate. Self-screenings were available in the &#x201C;Self-Discovery&#x201D; section, including the Depression, Anxiety, and Stress Scale-21 (DASS-21 [<xref ref-type="bibr" rid="ref24">24</xref>]); Valued Living Questionnaire (VLQ; [<xref ref-type="bibr" rid="ref25">25</xref>]); Drug Use Disorders Identification Test (DUDIT [<xref ref-type="bibr" rid="ref26">26</xref>]); and Alcohol Use Disorders Identification Test (AUDIT [<xref ref-type="bibr" rid="ref27">27</xref>]). Although the program was intended to be self-guided, participants could message with a coach on the app about lessons, personal discoveries, and progress. These features and others on the app are described in <xref ref-type="other" rid="box1">Textbox 1</xref>.</p><boxed-text id="box1"><title> Summary of core features and functionality on the app.</title><p><bold>Profile</bold></p><list list-type="bullet"><list-item><p>Description: pain-related questions that patients complete to set up their account</p></list-item><list-item><p>Purpose: benchmark data and personalization</p></list-item></list><p><bold>Core lessons</bold></p><list list-type="bullet"><list-item><p>Description: 58 short lessons related to 4 domains (valued living&#x2014;acceptance and commitment therapy concept, physical aspects of pain, emotional aspects of pain, and social aspects of pain)</p></list-item><list-item><p>Purpose: pain information, education, and coping skills</p></list-item></list><p><bold>Bonus lessons</bold></p><list list-type="bullet"><list-item><p>Description: additional content that patients could access</p></list-item><list-item><p>Purpose: additional education, tips, and patient stories</p></list-item></list><p><bold>Daily check-in</bold></p><list list-type="bullet"><list-item><p>Description: a brief daily questionnaire for patients to rate various aspects of living with pain</p></list-item><list-item><p>Purpose: a personal pain tracking tool</p></list-item></list><p><bold>Journal</bold></p><list list-type="bullet"><list-item><p>Description: patients could record their pain experience in their own words</p></list-item><list-item><p>Purpose: a flexible and personal pain tracking and insight tool</p></list-item></list><p><bold>Personalized messaging</bold></p><list list-type="bullet"><list-item><p>Description: brief in-app messages</p></list-item><list-item><p>Purpose: provided to direct, motivate, or reinforce concepts</p></list-item></list><p><bold>Sensor integration</bold></p><list list-type="bullet"><list-item><p>Description: participants could link a Fitbit device to the app to track additional insights</p></list-item><list-item><p>Purpose: objective tracking of sleep, activity, and heart rate</p></list-item></list><p><bold>Self-screening questionnaires</bold></p><list list-type="bullet"><list-item><p>Description: 4 standard questionnaires for patients to explore alcohol and drug use, mental health, and valued living</p></list-item><list-item><p>Purpose: to explore and better understand their substance use, mental health, and what is most important to them</p></list-item></list><p><bold>Insight dashboard</bold></p><list list-type="bullet"><list-item><p>Description: a visualization tool to explore pain insights</p></list-item><list-item><p>Purpose: ability to view the interconnection among self-reported pain, energy, activity, stress, social connection, and other metrics</p></list-item></list><p><bold>Milestone achievement</bold></p><list list-type="bullet"><list-item><p>Description: participants could receive up to 12 stamps on their passport page</p></list-item><list-item><p>Purpose: summarize and reward progress on the app</p></list-item></list><p><bold>Monthly check-in</bold></p><list list-type="bullet"><list-item><p>Description: a brief monthly questionnaire</p></list-item><list-item><p>Purpose: in-app survey to measure pain, interference, mental health, quality of life, and satisfaction each month after a patient enrolls in and uses the program</p></list-item></list><p><bold>Message a coach</bold></p><list list-type="bullet"><list-item><p>Description: asynchronous chat tool with a coach</p></list-item><list-item><p>Purpose: meant to provide additional support and encouragement for patients who wanted to connect with a coach; patients could share insights and achievements as well</p></list-item></list><p><bold>Navigation and pacing features</bold></p><list list-type="bullet"><list-item><p>Patients were instructed to complete a certain number of lessons along with a daily check-in each day that they visited the app</p></list-item><list-item><p>The app required completion of all Hometown lessons before moving on to another section</p></list-item><list-item><p>Patients needed to complete each core section before selecting another one to complete</p></list-item><list-item><p>Patients could complete the self-screening tools only once per month</p></list-item><list-item><p>Save a favorite: a feature on the app to save content that participants found helpful</p></list-item></list></boxed-text></sec><sec id="s2-5"><title>How the Intervention Worked</title><p>Each time patients opened the app, they were prompted to complete a &#x201C;Daily Check-in&#x201D; and up to 3 scheduled lessons and could view optional bonus content. They were encouraged to engage with the app 2 to 3 times per week over 12 weeks, with lesson access paced to discourage rapid completion and promote sustained use. All participants began with valued living content in the &#x201C;Hometown&#x201D; section before advancing to the &#x201C;Social,&#x201D; &#x201C;Physical,&#x201D; or &#x201C;Emotional&#x201D; modules. Completion of all lessons within a category was required before moving on as content was designed to build sequentially. Participants could bookmark favorite lessons and retained access to app content and features for 100 days.</p></sec><sec id="s2-6"><title>App Milestone Completion</title><p>Patients earned up to 12 milestone stamps (<xref ref-type="table" rid="table1">Table 1</xref>) as a gamified feature to promote engagement and track progress. Stamps were displayed on the &#x201C;Passport&#x201D; tab and awarded for completing the profile, core content (values, body, mind, connection, and bonus), at least 10 &#x201C;Daily Check-ins,&#x201D; and a monthly check-in, as well as for connecting a Fitbit, messaging a coach, completing self-screenings, and visiting all recommended sections.</p><table-wrap id="t1" position="float"><label>Table 1.</label><caption><p>Passport stamps for the 12 milestones completed on the app (N=40).</p></caption><table id="table1" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Milestone</td><td align="left" valign="bottom">Stamp name</td><td align="left" valign="bottom">Participants receiving the stamp, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">Completion of profile</td><td align="left" valign="top">All Aboard</td><td align="left" valign="top">40 (100.0)</td></tr><tr><td align="left" valign="top">Completion of daily check-in 10 times</td><td align="left" valign="top">Daily Check</td><td align="left" valign="top">20 (50.0)</td></tr><tr><td align="left" valign="top">User visited the &#x201C;Self-Discovery,&#x201D; &#x201C;Passport&#x201D; (stamp location), &#x201C;Explore&#x201D; navigator tool, and &#x201C;Insights&#x201D; pages</td><td align="left" valign="top">Traveler</td><td align="left" valign="top">19 (47.5)</td></tr><tr><td align="left" valign="top">One self-screening (alcohol or substance use, depression and anxiety screening, or valued living questionnaire) completed</td><td align="left" valign="top">Discover</td><td align="left" valign="top">17 (42.5)</td></tr><tr><td align="left" valign="top">Hometown core content completed (22 lessons)</td><td align="left" valign="top">Hometown</td><td align="left" valign="top">17 (42.5)</td></tr><tr><td align="left" valign="top">Mind core content completed (13 lessons)</td><td align="left" valign="top">Mind</td><td align="left" valign="top">11 (27.5)</td></tr><tr><td align="left" valign="top">Body core content completed (16 lessons)</td><td align="left" valign="top">Body</td><td align="left" valign="top">13 (32.5)</td></tr><tr><td align="left" valign="top">Connection core content completed (7 lessons)</td><td align="left" valign="top">Connection</td><td align="left" valign="top">11 (27.5)</td></tr><tr><td align="left" valign="top">15 bonus lessons completed</td><td align="left" valign="top">Extras</td><td align="left" valign="top">14 (35.0)</td></tr><tr><td align="left" valign="top">First monthly check-in completed</td><td align="left" valign="top">Monthly Check</td><td align="left" valign="top">14 (35.0)</td></tr><tr><td align="left" valign="top">One engagement with a coach</td><td align="left" valign="top">Coach</td><td align="left" valign="top">13 (32.5)</td></tr><tr><td align="left" valign="top">Synchronizing the Fitbit</td><td align="left" valign="top">Sync Up</td><td align="left" valign="top">5 (12.5)</td></tr></tbody></table></table-wrap></sec><sec id="s2-7"><title>Data Collection</title><p>Demographics (age, gender, race and ethnicity, educational level, and employment status) and pain history (type and duration) were collected at screening or baseline. Use metrics were captured from the app data system. App metrics included app use milestones achieved (eg, earned passport stamps) and use metrics, including unique days of use, duration (days between first and last use), core lessons completed, feature use (tracking and self-screenings), and in-app actions.</p><p>User experience was measured at 3 months via the mHealth App Usability Questionnaire (MAUQ [<xref ref-type="bibr" rid="ref28">28</xref>]) and a custom perceived usefulness survey developed by 2Morrow, Inc. Acceptability and usefulness were derived from the MAUQ Ease of Use and Satisfaction Domain (Q1-8). The custom survey asked patients to rate the helpfulness of the app overall and of specific features, value, and the likelihood that they would recommend the app to others.</p><p>Recruitment, screening, and survey administration were managed by the University of Washington. Patients had 2 weeks to complete each survey.</p></sec><sec id="s2-8"><title>Analyses</title><p>Descriptive statistics (frequencies, means, ranges, and percentages) were calculated for demographics and engagement, describing the types of app content, features, and tools accessed.</p></sec></sec><sec id="s3" sec-type="results"><title>Results</title><sec id="s3-1"><title>Study Population</title><p>Of the 49 patients randomized to the pain app intervention arm, 40 (81.6%) met the inclusion criteria for this study (ie, successfully activated the program by downloading the app and completing their profile). Participants reported living with chronic pain for 3 or more years; were aged 47.3 (SD 17.3) years on average (the most common age group was 30-44 years); and identified as women for the most part followed by men, with a smaller proportion (3/40, 7.5%) identifying as nonbinary. Nearly half (19/40, 47.5%) of the participants identified as White individuals, with the remainder (21/40, 52.5%) identifying as Asian, Pacific Islander, or Hawaiian; Black; multiracial; or other. Educational attainment ranged from high school to postgraduate education, with most participants (32/39, 82.1%) reporting at least some college education. At baseline, a substantial proportion of the participants reported a history of mental health conditions, reflecting the clinical complexity of the study population. Employment status varied, including part-time work, full-time employment, and disability status. Counts and percentages are reported in <xref ref-type="table" rid="table2">Table 2</xref>.</p><table-wrap id="t2" position="float"><label>Table 2.</label><caption><p>Participant characteristics (N=40).</p></caption><table id="table2" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom"/><td align="left" valign="bottom">Participants, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top" colspan="2">Gender</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Women</td><td align="left" valign="top">25 (62.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Men</td><td align="left" valign="top">12 (30.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Nonbinary</td><td align="left" valign="top">3 (7.5)</td></tr><tr><td align="left" valign="top" colspan="2">Race or ethnicity</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Asian American</td><td align="left" valign="top">5 (12.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Black or African American</td><td align="left" valign="top">5 (12.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Native Hawaiian or other Pacific Islander</td><td align="left" valign="top">2 (5.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Two or more races</td><td align="left" valign="top">6 (15.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>White</td><td align="left" valign="top">19 (47.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Other</td><td align="left" valign="top">3 (7.5)</td></tr><tr><td align="left" valign="top" colspan="2">Age group (years)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>&#x003C;30</td><td align="left" valign="top">8 (20.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>30&#x2010;44</td><td align="left" valign="top">12 (30.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>45-64</td><td align="left" valign="top">12 (30.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x2003;&#x2265;</named-content>65</td><td align="left" valign="top">8 (20.0)</td></tr><tr><td align="left" valign="top" colspan="2">Educational level (n=39)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Lower than high school</td><td align="left" valign="top">3 (7.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>High school graduate or GED<sup><xref ref-type="table-fn" rid="table2fn1">a</xref></sup></td><td align="left" valign="top">4 (10.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Some college but did not complete degree</td><td align="left" valign="top">5 (12.8)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>2- or 4-year degree</td><td align="left" valign="top">10 (25.6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>More than 4-year college degree</td><td align="left" valign="top">17 (43.6)</td></tr><tr><td align="left" valign="top" colspan="2">Employment status (n=38)</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">15 (39.5)</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 (13.2)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Contract or temporary</td><td align="left" valign="top">1 (2.6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Voluntarily unemployed</td><td align="left" valign="top">3 (7.9)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Involuntarily unemployed</td><td align="left" valign="top">1 (2.6)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Unable to work or disabled</td><td align="left" valign="top">8 (21.1)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Retired</td><td align="left" valign="top">5 (13.2)</td></tr><tr><td align="left" valign="top" colspan="2">Pain duration</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>3 months to 1 year</td><td align="left" valign="top">3 (7.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>1 year to 3 years</td><td align="left" valign="top">5 (12.5)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x2003;&#x2265;</named-content>3 years</td><td align="left" valign="top">32 (80.0)</td></tr></tbody></table><table-wrap-foot><fn id="table2fn1"><p><sup>a</sup>GED: General Educational Development.</p></fn></table-wrap-foot></table-wrap></sec><sec id="s3-2"><title>Outcome Measures</title><sec id="s3-2-1"><title>App Use</title><sec id="s3-2-1-1"><title>Passport Stamps Earned</title><p>All participants earned at least one passport stamp, with a mean of 4.9 (SD 3.8; range 1&#x2010;12) stamps per user, indicating broad engagement with the app. The most frequently earned stamps reflected onboarding and routine use, including completing the profile (40/40, 100.0%), completing at least 10 daily check-ins (20/40, 50.0%), and exploring multiple app sections (19/40, 47.5%). A total of 42.5% (17/40) completed at least one core content module, with all of these participants completing the valued living (&#x201C;Hometown&#x201D;) module; in this subgroup, 58.8% (10/17) completed all 4 content modules, and 82.4% (14/17) accessed bonus content. Overall, 25.0% (10/40) of the participants earned 9 or more stamps, suggesting a subset engaged deeply with multiple features, whereas others demonstrated more selective use.</p></sec><sec id="s3-2-1-2"><title>Lesson Completion and Days of Use</title><p>Participants completed a mean of 25.5 (SD 22.5, range 2&#x2010;58) core lessons. A total of 42.5% (17/40) completed the valued living module, and 25.0% (10/40) completed all 58 core lessons across the 4 content areas. Participants engaged with the app on an average of 27.3 (SD 25.2, range 2&#x2010;118) unique days over the 12-week period; 57.5% (23/40) used the app on 15 or more days, and 75.0% (30/40) interacted with the app across a span of 30 to 100 calendar days (<xref ref-type="fig" rid="figure2">Figure 2</xref>).</p><fig position="float" id="figure2"><label>Figure 2.</label><caption><p>Unique days of app use (N=40).</p></caption><graphic alt-version="no" mimetype="image" position="float" xlink:type="simple" xlink:href="humanfactors_v13i1e88122_fig02.png"/></fig></sec><sec id="s3-2-1-3"><title>Additional Engagement Indicators</title><p>Use of tracking and optional features varied. In total, 82.5% (33/40) completed at least one milestone related to pain insight activities (daily check-ins, self-screenings, or monthly check-ins), with over 40% (17/40, 42.5%) completing at least one mental health or substance use self-screening. Completion rates for each self-screening ranged from 22% to 30%: DUDIT (9/40, 22.5%), VLQ (10/40, 25%); AUDIT (10/40, 25.0%), and DASS-21 (12/40, 30.0%). A smaller proportion engaged with coaching features (13/40, 32.5%) or synchronized a Fitbit device (5/40, 12.5%). Across all users, mean in-app activity totaled 2123 (SD 2579.8, range 48&#x2010;10,332) actions, reflecting substantial variability in depth of interaction.</p></sec></sec></sec><sec id="s3-3"><title>User Survey Results</title><sec id="s3-3-1"><title>Overview</title><p>The response rate to the follow-up survey at 3 months was 85.0% (34/40) for the MAUQ ease of use and satisfaction domain questions (<xref ref-type="table" rid="table3">Table 3</xref>). Due to an error in the survey build, the custom perceived usefulness survey response rate was somewhat lower (30/40, 75.0%), and missing responses were mostly due to random missingness (<xref ref-type="table" rid="table4">Table 4</xref>).</p><table-wrap id="t3" position="float"><label>Table 3.</label><caption><p>Frequency distribution of participant responses to the mHealth App Usability Questionnaire ease of use and satisfaction domain items (N=34).</p></caption><table id="table3" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Item</td><td align="left" valign="bottom">Strongly disagree, n (%)</td><td align="left" valign="bottom">Disagree, n (%)</td><td align="left" valign="bottom">Somewhat disagree, n (%)</td><td align="left" valign="bottom">Neither agree nor disagree, n (%)</td><td align="left" valign="bottom">Somewhat agree, n (%)</td><td align="left" valign="bottom">Agree, n (%)</td><td align="left" valign="bottom">Strongly agree, n (%)</td><td align="left" valign="bottom">Somewhat agreed, agreed, or strongly agreed, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">The app was easy to use</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">2 (5.9)</td><td align="left" valign="top">5 (14.7)</td><td align="left" valign="top">2 (5.9)</td><td align="left" valign="top">15 (44.1)</td><td align="left" valign="top">11 (32.4)</td><td align="left" valign="top">28 (82.4)</td></tr><tr><td align="left" valign="top">It was easy for me to learn to use the app</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">2 (5.9)</td><td align="left" valign="top">3 (8.8)</td><td align="left" valign="top">2 (5.9)</td><td align="left" valign="top">14 (41.2)</td><td align="left" valign="top">13 (38.2)</td><td align="left" valign="top">29 (85.3)</td></tr><tr><td align="left" valign="top">I like the interface of the app<sup><xref ref-type="table-fn" rid="table3fn1">a</xref></sup></td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">1 (3.0)</td><td align="left" valign="top">3 (9.1)</td><td align="left" valign="top">6 (18.2)</td><td align="left" valign="top">2 (6.1)</td><td align="left" valign="top">11 (33.3)</td><td align="left" valign="top">10 (30.3)</td><td align="left" valign="top">23 (69.7)</td></tr><tr><td align="left" valign="top">The information in the app was well organized, so I could easily find the information I needed</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">3 (8.8)</td><td align="left" valign="top">6 (17.6)</td><td align="left" valign="top">10 (29.4)</td><td align="left" valign="top">6 (17.6)</td><td align="left" valign="top">9 (26.5)</td><td align="left" valign="top">25 (73.5)</td></tr><tr><td align="left" valign="top">I feel comfortable using this app in social settings</td><td align="left" valign="top">2 (5.9)</td><td align="left" valign="top">2 (5.9)</td><td align="left" valign="top">1 (2.9)</td><td align="left" valign="top">6 (17.6)</td><td align="left" valign="top">7 (20.6)</td><td align="left" valign="top">6 (17.6)</td><td align="left" valign="top">10 (29.4)</td><td align="left" valign="top">23 (67.6)</td></tr><tr><td align="left" valign="top">The amount of time involved in using this app has been fitting for me</td><td align="left" valign="top">1 (2.9)</td><td align="left" valign="top">2 (5.9)</td><td align="left" valign="top">3 (8.8)</td><td align="left" valign="top">4 (11.8)</td><td align="left" valign="top">4 (11.8)</td><td align="left" valign="top">10 (29.4)</td><td align="left" valign="top">10 (29.4)</td><td align="left" valign="top">24 (70.6)</td></tr><tr><td align="left" valign="top">I would use this app again<sup><xref ref-type="table-fn" rid="table3fn1">a</xref></sup></td><td align="left" valign="top">1 (3.0)</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">2 (6.1)</td><td align="left" valign="top">5 (15.2)</td><td align="left" valign="top">4 (12.1)</td><td align="left" valign="top">10 (30.3)</td><td align="left" valign="top">11 (33.3)</td><td align="left" valign="top">25 (75.8)</td></tr><tr><td align="left" valign="top">Overall, I am satisfied with this app</td><td align="left" valign="top">1 (2.9)</td><td align="left" valign="top">0 (0.0)</td><td align="left" valign="top">1 (2.9)</td><td align="left" valign="top">8 (23.5)</td><td align="left" valign="top">4 (11.8)</td><td align="left" valign="top">9 (26.5)</td><td align="left" valign="top">11 (32.4)</td><td align="left" valign="top">24 (70.6)</td></tr></tbody></table><table-wrap-foot><fn id="table3fn1"><p><sup>a</sup>Results are reported based on 33 valid responses.</p></fn></table-wrap-foot></table-wrap><table-wrap id="t4" position="float"><label>Table 4.</label><caption><p>Frequency distribution of participant responses to the pain app perceived usefulness survey (N=30).</p></caption><table id="table4" frame="hsides" rules="groups"><thead><tr><td align="left" valign="bottom">Item</td><td align="left" valign="bottom">Not at all, n (%)</td><td align="left" valign="bottom">Slightly, n (%)</td><td align="left" valign="bottom">Moderately, n (%)</td><td align="left" valign="bottom">Very, n (%)</td><td align="left" valign="bottom">Extremely, n (%)</td><td align="left" valign="bottom">Slightly, moderately, very, or extremely, n (%)</td></tr></thead><tbody><tr><td align="left" valign="top">The Salty Program helped me with my pain, for example, to better understand or manage my pain</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">7 (23.3)</td><td align="char" char="." valign="top">11 (36.7)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">2 (6.7)</td><td align="char" char="." valign="top">26 (86.7)</td></tr><tr><td align="left" valign="top">Was using the Salty program worth your time?</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">8 (26.7)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">26 (86.7)</td></tr><tr><td align="left" valign="top" colspan="7">Please rate how helpful the following features in the Salty Program were to you:</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>The lessons and content in the program</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">11 (36.7)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">27 (90.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Having the program divided into different topics ranging from physical, emotional, social aspects of pain</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">14 (46.7)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">26 (86.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Having content related to how pain may affect you physically</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">15 (50.0)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">26 (86.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Having content related to how pain may affect you emotionally</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">13 (43.3)</td><td align="char" char="." valign="top">7 (23.3)</td><td align="char" char="." valign="top">26 (86.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Having content related to how pain may affect you socially</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">13 (43.3)</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">26 (86.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>How much you got to do each day</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">8 (26.7)</td><td align="char" char="." valign="top">10 (33.3)</td><td align="char" char="." valign="top">1 (3.3)</td><td align="char" char="." valign="top">25 (83.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Having to complete an entire section of lessons before moving to other topics or themes</td><td align="char" char="." valign="top">7 (23.3)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">2 (6.7)</td><td align="char" char="." valign="top">23 (76.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Daily check-ins to track how things are going for you</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">7 (23.3)</td><td align="char" char="." valign="top">27 (90.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Viewing insights from daily tracking</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">7 (23.3)</td><td align="char" char="." valign="top">10 (33.3)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">25 (83.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>The option to connect with a coach</td><td align="char" char="." valign="top">8 (26.7)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">22 (73.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Earning passport stamps</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">8 (26.7)</td><td align="char" char="." valign="top">7 (23.3)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">21 (70.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Opportunity to receive a Fitbit</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">21 (70.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Seeing Fitbit data in the app</td><td align="char" char="." valign="top">10 (33.3)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">2 (6.7)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">20 (66.7)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Length of the program (100 d)</td><td align="char" char="." valign="top">3 (10.0)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">10 (33.3)</td><td align="char" char="." valign="top">12 (40.0)</td><td align="char" char="." valign="top">1 (3.3)</td><td align="char" char="." valign="top">27 (90.0)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Self-discovery surveys in the app to learn more about your mood, drinking, etc</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">6 (20.0)</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">8 (26.7)</td><td align="char" char="." valign="top">25 (83.3)</td></tr><tr><td align="left" valign="top"><named-content content-type="indent">&#x00A0;&#x00A0;&#x00A0;&#x00A0;</named-content>Videos that you watched</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">9 (30.0)</td><td align="char" char="." valign="top">8 (26.7)</td><td align="char" char="." valign="top">5 (16.7)</td><td align="char" char="." valign="top">4 (13.3)</td><td align="char" char="." valign="top">26 (86.7)</td></tr></tbody></table></table-wrap></sec><sec id="s3-3-2"><title>MAUQ Ease of Use and Satisfaction Domains</title><p>Overall usability and satisfaction ratings were favorable (<xref ref-type="table" rid="table3">Table 3</xref>). Most participants reported that the app was easy to learn (29/34, 85.3%) and use (28/34, 82.4%). More than 70% (25/34, 73.5%) agreed that the app was well organized and the time commitment was appropriate, were satisfied overall, and would use it again.</p></sec><sec id="s3-3-3"><title>Custom Perceived Usefulness Survey</title><p>Core features&#x2014;including daily check-ins; structured lessons; and content addressing the physical, emotional, and social aspects of pain&#x2014;were rated as helpful by 76.7% (23/30) to 90.0% (27/30) of the participants. While features such as receiving passport stamps, Fitbit integration, and coach messaging received somewhat lower ratings, more than two-thirds (20/30, 66.7%) still found them useful. Overall, 90% (27/30) of respondents reported that they would recommend the app to others. Additionally, 23.3% (7/30) rated the daily check-ins and emotional content as extremely helpful, with comparable ratings across other content areas (<xref ref-type="table" rid="table4">Table 4</xref>).</p></sec></sec></sec><sec id="s4" sec-type="discussion"><title>Discussion</title><sec id="s4-1"><title>Principal Findings</title><p>This study evaluated the Salty for Chronic Pain app, a behavioral digital health program designed to support adults living with chronic pain. Unlike most studies on digital health programs for pain that report only frequency or duration of use, our evaluation incorporated milestone completion, lesson progression, self-tracking, and perceptions of usefulness, offering a more comprehensive view of engagement and potential value as a complement to clinical care. Patients demonstrated sustained engagement for nearly a month, advanced through structured lessons, and reported high usability and satisfaction, suggesting that the program appeared feasible and was generally well received. These findings add to a growing body of research showing that digital platforms can deliver behavioral pain self-management strategies in ways that are usable, acceptable, and aligned with evidence-based approaches [<xref ref-type="bibr" rid="ref10">10</xref>,<xref ref-type="bibr" rid="ref16">16</xref>,<xref ref-type="bibr" rid="ref23">23</xref>,<xref ref-type="bibr" rid="ref29">29</xref>].</p><p>Although direct comparisons to other studies are limited due to differences in design, content, and metrics, our findings are broadly consistent with those of prior digital pain intervention research [<xref ref-type="bibr" rid="ref30">30</xref>,<xref ref-type="bibr" rid="ref31">31</xref>]. Activation rates were high, suggesting that patients could begin using the app with minimal support, which may help reduce burden on clinical staff. Most participants met recommended frequency targets, indicating that the app design supported regular use without intensive reminders. These results are comparable to those of Thomson et al [<xref ref-type="bibr" rid="ref32">32</xref>], who reported that 77% of participants achieved minimum engagement during a 6-week intervention.</p><p>On average, patients completed more than 25 core lessons, and engagement extended beyond the introductory module, with a subset completing all lessons and others using bonus content. This level of engagement is noteworthy given that lessons were sequenced, requiring completion of one section before progressing, and the valued living module (&#x201C;Hometown&#x201D;) was mandatory before others could be accessed. In addition, no automated reminders were delivered due to a technical issue. Hence, engagement occurred without automated reminders, suggesting that participants were self-motivated. It is possible that greater use would have been achieved with automated reminders or more flexible sequencing. At the same time, these findings raise important questions about how much content exposure is necessary to achieve meaningful improvements in pain, acceptance, and functioning. Some patients may benefit from a targeted subset of lessons, whereas others may require more extensive exposure. Clinical outcomes will be reported separately. Future refinements, such as adding flexible sequencing or automated prompts, may increase completion rates and help identify the &#x201C;dose&#x201D; of content most strongly associated with clinical benefit or perceived value.</p><p>These findings highlight the potential of digital behavioral health tools to support access to evidence-based pain self-management strategies. Participants engaged with structured lessons and interactive features that promoted reflection, self-monitoring, and awareness of valued living&#x2014;processes associated with acceptance, coping, and resilience in chronic pain populations [<xref ref-type="bibr" rid="ref33">33</xref>,<xref ref-type="bibr" rid="ref34">34</xref>]. The results suggest that such strategies can be delivered in digital form with high usability and satisfaction; however, engagement metrics reflect exposure to content rather than therapeutic dose or clinical effect.</p><p>Several limitations should be considered when interpreting these findings. The relatively small sample size reflects the feasibility nature of the trial and limits generalizability to all adults with chronic pain. The eligibility criteria and study context further shape interpretation: participants were required to have smartphone access, English-language proficiency, and clinically significant pain interference, and most reported long-standing pain. Accordingly, the sample may overrepresent individuals who were digitally ready or motivated to engage with a self-directed program. The engagement patterns observed in this study may not generalize to all adults with chronic pain, particularly those with limited digital access or differing readiness to engage in behavioral interventions.</p><p>Taken together, these findings suggest that this type of digital behavioral health program may be particularly well suited for individuals who are motivated to engage in self-directed care and interested in nonpharmacologic or complementary approaches to chronic pain management. The observed engagement without automated reminders further suggests potential fit for users who prefer flexible, low-burden support delivered outside traditional clinical settings.</p><p>Engagement and satisfaction ratings may have also been influenced by study participation, incentives associated with survey completion, novelty effects, or app design constraints such as fixed lesson sequencing.</p><p>Despite these limitations, this study provides early evidence that an evidence-informed, user-centered mobile program can be feasibly delivered and meaningfully engaged with by adults receiving care for chronic pain. These findings can inform intervention refinement and support the design of larger studies to evaluate engagement patterns; predictors of sustained use; and effects on pain interference, functioning, and quality of life [<xref ref-type="bibr" rid="ref17">17</xref>,<xref ref-type="bibr" rid="ref18">18</xref>].</p></sec><sec id="s4-2"><title>Conclusions</title><p>Patients successfully activated the program without support, most met recommended use targets, and many engaged deeply with the available content and insight tools. These findings are promising for the use of self-directed evidence-based digital behavioral health apps in clinical pain management. While patients rated the features favorably, additional research is needed to determine how much exposure is necessary to achieve clinical benefit. Future studies should evaluate the impact of these tools on pain interference and functioning, identify engagement patterns linked to improved outcomes, and test refinements such as flexible sequencing or automated reminders. Addressing these questions can help digital behavioral health programs expand access; supplement usual care; and support more equitable, scalable approaches to chronic pain management.</p></sec></sec></body><back><ack><p>The authors wish to thank MG Prado, B Keiser, and T Anastas for assistance with developing measures, screening and recruitment, and study management; the Data Query Extraction Standardization Translation Coordinating Center for assistance with recruiting; and Distributed Ambulatory Research in Therapeutics Network (DARTNet) for programming and collecting baseline and follow-up measures. Some of the results reported in this paper were presented as a poster at PAINWeek 2025, Las Vegas, Nevada. ChatGPT, an artificial intelligence language model developed by OpenAI, was used to assist with editing and improving the flow of the manuscript after it was written by the authors. All artificial intelligence&#x2013;generated suggestions were critically reviewed and approved by the authors prior to inclusion in the final manuscript.</p></ack><notes><sec><title>Funding</title><p>The research reported in this publication was supported by the National Center for Complementary and Integrative Health and the National Institute of Neurological Disorders and Stroke of the National Institutes of Health under award R44AT011593 and leveraged resources from the University of Washington Institute of Translational Health Sciences funded by the National Center for Advancing Translational Sciences of the National Institutes of Health under award UL1TR002319. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.</p></sec><sec><title>Data Availability</title><p>The data that support the findings of this study are available from the corresponding author on reasonable request.</p></sec></notes><fn-group><fn fn-type="con"><p>Conceptualization: SMZ, JM, KAS</p><p>Data curation: YB-M, KPKM, YZ, KAS</p><p>Formal analysis: SMZ, YB-M, KPKM, YZ, CH, KAS</p><p>Funding acquisition: JM, KAS</p><p>Investigation: SMZ, DW, KAS</p><p>Methodology: SMZ, JM, YB-M, KPKM, YZ, SW, KAS</p><p>Project administration: DW</p><p>Resources: DW</p><p>Writing&#x2014;original draft: SMZ</p><p>Writing&#x2014;review and editing: SMZ, JM, YB-M, KPKM, YZ, CH, DW, KAS</p></fn><fn fn-type="conflict"><p>JM is the chief executive officer of 2Morrow Inc, which is a digital health company that creates evidence-based digital therapeutic programs for behavior change and chronic disease management. JM is also the National Institutes of Health grant principal investigator for this Small Business Innovation Research grant&#x2013;based study. DW is vice president of Participant Success at 2Morrow Inc and was involved in the development and oversight of the digital behavioral health app for chronic pain evaluated in this study. 2Morrow Inc may benefit from positive findings related to this product. SMZ was a paid consultant working for 2Morrow Inc. She currently serves as a noncompensated scientific advisor to 2Morrow Inc and has been granted stock options in the company. She does not currently hold equity shares. All other authors declare no other conflicts of interest.</p></fn></fn-group><glossary><title>Abbreviations</title><def-list><def-item><term id="abb1">AUDIT</term><def><p>Alcohol Use Disorders Identification Test</p></def></def-item><def-item><term id="abb2">DASS-21</term><def><p>Depression, Anxiety, and Stress Scale-21</p></def></def-item><def-item><term id="abb3">DUDIT</term><def><p>Drug Use Disorders Identification Test</p></def></def-item><def-item><term id="abb4">MAUQ</term><def><p>mHealth App Usability Questionnaire</p></def></def-item><def-item><term id="abb5">VLQ</term><def><p>Valued Living Questionnaire</p></def></def-item></def-list></glossary><ref-list><title>References</title><ref id="ref1"><label>1</label><nlm-citation citation-type="web"><article-title>Chronic pain and complementary health approaches</article-title><source>National Center for Complementary and Integrative Health</source><access-date>2026-03-20</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://www.nccih.nih.gov/health/chronic-pain-and-complementary-health-approaches-usefulness-and-safety">https://www.nccih.nih.gov/health/chronic-pain-and-complementary-health-approaches-usefulness-and-safety</ext-link></comment></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>Lucas</surname><given-names>JW</given-names> </name><name name-style="western"><surname>Sohi</surname><given-names>I</given-names> </name></person-group><article-title>Chronic pain and high-impact chronic pain in U.S. adults, 2023</article-title><source>NCHS Data Brief</source><year>2024</year><month>10</month><issue>518</issue><fpage>CS355235</fpage><pub-id pub-id-type="doi">10.15620/cdc/169630</pub-id><pub-id pub-id-type="medline">39751180</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>Dahlhamer</surname><given-names>J</given-names> </name><name name-style="western"><surname>Lucas</surname><given-names>J</given-names> </name><name name-style="western"><surname>Zelaya</surname><given-names>C</given-names> </name><etal/></person-group><article-title>Prevalence of chronic pain and high-impact chronic pain among adults - United States, 2016</article-title><source>MMWR Morb Mortal Wkly Rep</source><year>2018</year><month>09</month><day>14</day><volume>67</volume><issue>36</issue><fpage>1001</fpage><lpage>1006</lpage><pub-id pub-id-type="doi">10.15585/mmwr.mm6736a2</pub-id><pub-id pub-id-type="medline">30212442</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>Pitcher</surname><given-names>MH</given-names> </name><name name-style="western"><surname>Von Korff</surname><given-names>M</given-names> </name><name name-style="western"><surname>Bushnell</surname><given-names>MC</given-names> </name><name name-style="western"><surname>Porter</surname><given-names>L</given-names> </name></person-group><article-title>Prevalence and profile of high-impact chronic pain in the United States</article-title><source>J Pain</source><year>2019</year><month>02</month><volume>20</volume><issue>2</issue><fpage>146</fpage><lpage>160</lpage><pub-id pub-id-type="doi">10.1016/j.jpain.2018.07.006</pub-id><pub-id pub-id-type="medline">30096445</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>Kathiresan</surname><given-names>P</given-names> </name><name name-style="western"><surname>Rao</surname><given-names>R</given-names> </name><name name-style="western"><surname>Joshi</surname><given-names>T</given-names> </name><etal/></person-group><article-title>Chronic noncancer pain and opioid addiction: diagnostic and management challenges</article-title><source>Indian J Palliat Care</source><year>2020</year><volume>26</volume><issue>4</issue><fpage>544</fpage><lpage>547</lpage><pub-id pub-id-type="doi">10.4103/IJPC.IJPC_232_19</pub-id><pub-id pub-id-type="medline">33623322</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>Gaskin</surname><given-names>DJ</given-names> </name><name name-style="western"><surname>Richard</surname><given-names>P</given-names> </name></person-group><article-title>The economic costs of pain in the United States</article-title><source>J Pain</source><year>2012</year><month>08</month><volume>13</volume><issue>8</issue><fpage>715</fpage><lpage>724</lpage><pub-id pub-id-type="doi">10.1016/j.jpain.2012.03.009</pub-id><pub-id pub-id-type="medline">22607834</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>Dowell</surname><given-names>D</given-names> </name><name name-style="western"><surname>Haegerich</surname><given-names>TM</given-names> </name><name name-style="western"><surname>Chou</surname><given-names>R</given-names> </name></person-group><article-title>CDC guideline for prescribing opioids for chronic pain--United States, 2016</article-title><source>JAMA</source><year>2016</year><month>04</month><day>19</day><volume>315</volume><issue>15</issue><fpage>1624</fpage><lpage>1645</lpage><pub-id pub-id-type="doi">10.1001/jama.2016.1464</pub-id><pub-id pub-id-type="medline">26977696</pub-id></nlm-citation></ref><ref id="ref8"><label>8</label><nlm-citation citation-type="report"><article-title>Pain Management Best Practices Inter-Agency Task Force Report</article-title><year>2019</year><access-date>2026-03-20</access-date><publisher-name>US Department of Health and Human Services</publisher-name><comment><ext-link ext-link-type="uri" xlink:href="https://www.hhs.gov/sites/default/files/pain-mgmt-best-practices-draft-final-report-05062019.pdf">https://www.hhs.gov/sites/default/files/pain-mgmt-best-practices-draft-final-report-05062019.pdf</ext-link></comment></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>Ehde</surname><given-names>DM</given-names> </name><name name-style="western"><surname>Dillworth</surname><given-names>TM</given-names> </name><name name-style="western"><surname>Turner</surname><given-names>JA</given-names> </name></person-group><article-title>Cognitive-behavioral therapy for individuals with chronic pain: efficacy, innovations, and directions for research</article-title><source>Am Psychol</source><year>2014</year><volume>69</volume><issue>2</issue><fpage>153</fpage><lpage>166</lpage><pub-id pub-id-type="doi">10.1037/a0035747</pub-id><pub-id pub-id-type="medline">24547801</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>Veehof</surname><given-names>MM</given-names> </name><name name-style="western"><surname>Oskam</surname><given-names>MJ</given-names> </name><name name-style="western"><surname>Schreurs</surname><given-names>KM</given-names> </name><name name-style="western"><surname>Bohlmeijer</surname><given-names>ET</given-names> </name></person-group><article-title>Acceptance-based interventions for the treatment of chronic pain: a systematic review and meta-analysis</article-title><source>Pain</source><year>2011</year><month>03</month><volume>152</volume><issue>3</issue><fpage>533</fpage><lpage>542</lpage><pub-id pub-id-type="doi">10.1016/j.pain.2010.11.002</pub-id><pub-id pub-id-type="medline">21251756</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>Garland</surname><given-names>EL</given-names> </name><name name-style="western"><surname>Manusov</surname><given-names>EG</given-names> </name><name name-style="western"><surname>Froeliger</surname><given-names>B</given-names> </name><name name-style="western"><surname>Kelly</surname><given-names>A</given-names> </name><name name-style="western"><surname>Williams</surname><given-names>JM</given-names> </name><name name-style="western"><surname>Howard</surname><given-names>MO</given-names> </name></person-group><article-title>Mindfulness-oriented recovery enhancement for chronic pain and prescription opioid misuse: results from an early-stage randomized controlled trial</article-title><source>J Consult Clin Psychol</source><year>2014</year><month>06</month><volume>82</volume><issue>3</issue><fpage>448</fpage><lpage>459</lpage><pub-id pub-id-type="doi">10.1037/a0035798</pub-id><pub-id pub-id-type="medline">24491075</pub-id></nlm-citation></ref><ref id="ref12"><label>12</label><nlm-citation citation-type="book"><person-group person-group-type="author"><collab>Institute of Medicine (US) Committee on Advancing Pain Research, Care, and Education</collab></person-group><source>Relieving Pain in America: A Blueprint for Transforming Prevention, Care, Education, and Research</source><year>2011</year><publisher-name>National Academies Press</publisher-name><pub-id pub-id-type="doi">10.17226/13172</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>Keefe</surname><given-names>FJ</given-names> </name><name name-style="western"><surname>Abernethy</surname><given-names>AP</given-names> </name><name name-style="western"><surname>Campbell</surname><given-names>LC</given-names> </name></person-group><article-title>Psychological approaches to understanding and treating disease-related pain</article-title><source>Annu Rev Psychol</source><year>2005</year><volume>56</volume><fpage>601</fpage><lpage>630</lpage><pub-id pub-id-type="doi">10.1146/annurev.psych.56.091103.070302</pub-id><pub-id pub-id-type="medline">15709948</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>Mularski</surname><given-names>RA</given-names> </name><name name-style="western"><surname>White-Chu</surname><given-names>F</given-names> </name><name name-style="western"><surname>Overbay</surname><given-names>D</given-names> </name><name name-style="western"><surname>Miller</surname><given-names>L</given-names> </name><name name-style="western"><surname>Asch</surname><given-names>SM</given-names> </name><name name-style="western"><surname>Ganzini</surname><given-names>L</given-names> </name></person-group><article-title>Measuring pain as the 5th vital sign does not improve quality of pain management</article-title><source>J Gen Intern Med</source><year>2006</year><month>06</month><volume>21</volume><issue>6</issue><fpage>607</fpage><lpage>612</lpage><pub-id pub-id-type="doi">10.1111/j.1525-1497.2006.00415.x</pub-id><pub-id pub-id-type="medline">16808744</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>Kazdin</surname><given-names>AE</given-names> </name><name name-style="western"><surname>Blase</surname><given-names>SL</given-names> </name></person-group><article-title>Rebooting psychotherapy research and practice to reduce the burden of mental illness</article-title><source>Perspect Psychol Sci</source><year>2011</year><month>01</month><volume>6</volume><issue>1</issue><fpage>21</fpage><lpage>37</lpage><pub-id pub-id-type="doi">10.1177/1745691610393527</pub-id><pub-id pub-id-type="medline">26162113</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>Keogh</surname><given-names>E</given-names> </name><name name-style="western"><surname>Rosser</surname><given-names>BA</given-names> </name><name name-style="western"><surname>Eccleston</surname><given-names>C</given-names> </name></person-group><article-title>e-Health and chronic pain management: current status and developments</article-title><source>Pain</source><year>2010</year><month>10</month><volume>151</volume><issue>1</issue><fpage>18</fpage><lpage>21</lpage><pub-id pub-id-type="doi">10.1016/j.pain.2010.07.014</pub-id><pub-id pub-id-type="medline">20674174</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>Ruehlman</surname><given-names>LS</given-names> </name><name name-style="western"><surname>Karoly</surname><given-names>P</given-names> </name><name name-style="western"><surname>Enders</surname><given-names>C</given-names> </name></person-group><article-title>A randomized controlled evaluation of an online chronic pain self management program</article-title><source>Pain</source><year>2012</year><month>02</month><volume>153</volume><issue>2</issue><fpage>319</fpage><lpage>330</lpage><pub-id pub-id-type="doi">10.1016/j.pain.2011.10.025</pub-id><pub-id pub-id-type="medline">22133450</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>McBeth</surname><given-names>J</given-names> </name><name name-style="western"><surname>Prescott</surname><given-names>G</given-names> </name><name name-style="western"><surname>Scotland</surname><given-names>G</given-names> </name><etal/></person-group><article-title>Cognitive behavior therapy, exercise, or both for treating chronic widespread pain</article-title><source>Arch Intern Med</source><year>2012</year><month>01</month><day>9</day><volume>172</volume><issue>1</issue><fpage>48</fpage><lpage>57</lpage><pub-id pub-id-type="doi">10.1001/archinternmed.2011.555</pub-id><pub-id pub-id-type="medline">22082706</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>Lalloo</surname><given-names>C</given-names> </name><name name-style="western"><surname>Jibb</surname><given-names>LA</given-names> </name><name name-style="western"><surname>Rivera</surname><given-names>J</given-names> </name><name name-style="western"><surname>Agarwal</surname><given-names>A</given-names> </name><name name-style="western"><surname>Stinson</surname><given-names>JN</given-names> </name></person-group><article-title>"There's a pain app for that": review of patient-targeted smartphone applications for pain management</article-title><source>Clin J Pain</source><year>2015</year><month>06</month><volume>31</volume><issue>6</issue><fpage>557</fpage><lpage>563</lpage><pub-id pub-id-type="doi">10.1097/AJP.0000000000000171</pub-id><pub-id pub-id-type="medline">25370138</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>Reynoldson</surname><given-names>C</given-names> </name><name name-style="western"><surname>Stones</surname><given-names>C</given-names> </name><name name-style="western"><surname>Allsop</surname><given-names>M</given-names> </name><etal/></person-group><article-title>Assessing the quality and usability of smartphone apps for pain self-management</article-title><source>Pain Med</source><year>2014</year><month>06</month><volume>15</volume><issue>6</issue><fpage>898</fpage><lpage>909</lpage><pub-id pub-id-type="doi">10.1111/pme.12327</pub-id><pub-id pub-id-type="medline">24422990</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>Amtmann</surname><given-names>D</given-names> </name><name name-style="western"><surname>Cook</surname><given-names>KF</given-names> </name><name name-style="western"><surname>Jensen</surname><given-names>MP</given-names> </name><etal/></person-group><article-title>Development of a PROMIS item bank to measure pain interference</article-title><source>Pain</source><year>2010</year><month>07</month><volume>150</volume><issue>1</issue><fpage>173</fpage><lpage>182</lpage><pub-id pub-id-type="doi">10.1016/j.pain.2010.04.025</pub-id><pub-id pub-id-type="medline">20554116</pub-id></nlm-citation></ref><ref id="ref22"><label>22</label><nlm-citation citation-type="report"><article-title>Pain interference scoring manual</article-title><year>2022</year><access-date>2026-03-21</access-date><publisher-name>HealthMeasures</publisher-name><comment><ext-link ext-link-type="uri" xlink:href="https://www.healthmeasures.net/images/PROMIS/manuals/Scoring_Manual_Only/PROMIS_Pain_Interference_Scoring_Manual_03June2022.pdf">https://www.healthmeasures.net/images/PROMIS/manuals/Scoring_Manual_Only/PROMIS_Pain_Interference_Scoring_Manual_03June2022.pdf</ext-link></comment></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>Ma</surname><given-names>KP</given-names> </name><name name-style="western"><surname>Stephens</surname><given-names>KA</given-names> </name><name name-style="western"><surname>Geyer</surname><given-names>RE</given-names> </name><etal/></person-group><article-title>Developing digital therapeutics for chronic pain in primary care: a qualitative human-centered design study of providers' motivations and challenges</article-title><source>JMIR Form Res</source><year>2023</year><month>02</month><day>3</day><volume>7</volume><fpage>e41788</fpage><pub-id pub-id-type="doi">10.2196/41788</pub-id><pub-id pub-id-type="medline">36735284</pub-id></nlm-citation></ref><ref id="ref24"><label>24</label><nlm-citation citation-type="book"><person-group person-group-type="author"><name name-style="western"><surname>Lovibond</surname><given-names>SH</given-names> </name><name name-style="western"><surname>Lovibond</surname><given-names>PF</given-names> </name></person-group><source>Manual for the Depression Anxiety Stress Scales</source><year>1996</year><edition>2</edition><publisher-name>Psychology Foundation of Australia</publisher-name><pub-id pub-id-type="other">9780733414237</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>Wilson</surname><given-names>KG</given-names> </name><name name-style="western"><surname>Sandoz</surname><given-names>EK</given-names> </name><name name-style="western"><surname>Kitchens</surname><given-names>J</given-names> </name><name name-style="western"><surname>Roberts</surname><given-names>M</given-names> </name></person-group><article-title>The Valued Living Questionnaire: defining and measuring valued action within a behavioral framework</article-title><source>Psychol Rec</source><year>2010</year><month>04</month><volume>60</volume><issue>2</issue><fpage>249</fpage><lpage>272</lpage><pub-id pub-id-type="doi">10.1007/BF03395706</pub-id></nlm-citation></ref><ref id="ref26"><label>26</label><nlm-citation citation-type="web"><person-group person-group-type="author"><name name-style="western"><surname>Berman</surname><given-names>AH</given-names> </name><name name-style="western"><surname>Bergman</surname><given-names>H</given-names> </name><name name-style="western"><surname>Palmstierna</surname><given-names>T</given-names> </name><name name-style="western"><surname>Schlyter</surname><given-names>F</given-names> </name></person-group><article-title>Drug Use Disorders Identification Test (DUDIT) manual</article-title><source>Karolinska Institutet</source><year>2003</year><access-date>2026-03-21</access-date><comment><ext-link ext-link-type="uri" xlink:href="https://media.cdn-a-klinikkasaatio.fi/wp-content/uploads/sites/3/2023/12/dudit_manual.pdf">https://media.cdn-a-klinikkasaatio.fi/wp-content/uploads/sites/3/2023/12/dudit_manual.pdf</ext-link></comment></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>Saunders</surname><given-names>JB</given-names> </name><name name-style="western"><surname>Aasland</surname><given-names>OG</given-names> </name><name name-style="western"><surname>Babor</surname><given-names>TF</given-names> </name><name name-style="western"><surname>de la Fuente</surname><given-names>JR</given-names> </name><name name-style="western"><surname>Grant</surname><given-names>M</given-names> </name></person-group><article-title>Development of the Alcohol Use Disorders Identification Test (AUDIT): WHO collaborative project on early detection of persons with harmful alcohol consumption--II</article-title><source>Addiction</source><year>1993</year><month>06</month><volume>88</volume><issue>6</issue><fpage>791</fpage><lpage>804</lpage><pub-id pub-id-type="doi">10.1111/j.1360-0443.1993.tb02093.x</pub-id><pub-id pub-id-type="medline">8329970</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>Zhou</surname><given-names>L</given-names> </name><name name-style="western"><surname>Bao</surname><given-names>J</given-names> </name><name name-style="western"><surname>Setiawan</surname><given-names>IMA</given-names> </name><name name-style="western"><surname>Saptono</surname><given-names>A</given-names> </name><name name-style="western"><surname>Parmanto</surname><given-names>B</given-names> </name></person-group><article-title>The mHealth App Usability Questionnaire (MAUQ): development and validation study</article-title><source>JMIR Mhealth Uhealth</source><year>2019</year><month>04</month><day>11</day><volume>7</volume><issue>4</issue><fpage>e11500</fpage><pub-id pub-id-type="doi">10.2196/11500</pub-id><pub-id pub-id-type="medline">30973342</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>Zhang</surname><given-names>CQ</given-names> </name><name name-style="western"><surname>Leeming</surname><given-names>E</given-names> </name><name name-style="western"><surname>Smith</surname><given-names>P</given-names> </name><name name-style="western"><surname>Chung</surname><given-names>PK</given-names> </name><name name-style="western"><surname>Hagger</surname><given-names>MS</given-names> </name><name name-style="western"><surname>Hayes</surname><given-names>SC</given-names> </name></person-group><article-title>Acceptance and commitment therapy for health behavior change: a contextually-driven approach</article-title><source>Front Psychol</source><year>2017</year><volume>8</volume><fpage>2350</fpage><pub-id pub-id-type="doi">10.3389/fpsyg.2017.02350</pub-id><pub-id pub-id-type="medline">29375451</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>Kravitz</surname><given-names>RL</given-names> </name><name name-style="western"><surname>Schmid</surname><given-names>CH</given-names> </name><name name-style="western"><surname>Marois</surname><given-names>M</given-names> </name><etal/></person-group><article-title>Effect of mobile device-supported single-patient multi-crossover trials on treatment of chronic musculoskeletal pain: a randomized clinical trial</article-title><source>JAMA Intern Med</source><year>2018</year><month>10</month><day>1</day><volume>178</volume><issue>10</issue><fpage>1368</fpage><lpage>1377</lpage><pub-id pub-id-type="doi">10.1001/jamainternmed.2018.3981</pub-id><pub-id pub-id-type="medline">30193253</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>Jamison</surname><given-names>RN</given-names> </name><name name-style="western"><surname>Jurcik</surname><given-names>DC</given-names> </name><name name-style="western"><surname>Edwards</surname><given-names>RR</given-names> </name><name name-style="western"><surname>Huang</surname><given-names>CC</given-names> </name><name name-style="western"><surname>Ross</surname><given-names>EL</given-names> </name></person-group><article-title>A pilot comparison of a smartphone app with or without 2-way messaging among chronic pain patients: who benefits from a pain app?</article-title><source>Clin J Pain</source><year>2017</year><month>08</month><volume>33</volume><issue>8</issue><fpage>676</fpage><lpage>686</lpage><pub-id pub-id-type="doi">10.1097/AJP.0000000000000455</pub-id><pub-id pub-id-type="medline">27898460</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>Thomson</surname><given-names>CJ</given-names> </name><name name-style="western"><surname>Pahl</surname><given-names>H</given-names> </name><name name-style="western"><surname>Giles</surname><given-names>LV</given-names> </name></person-group><article-title>Randomized controlled trial investigating the effectiveness of a multimodal mobile application for the treatment of chronic pain</article-title><source>Can J Pain</source><year>2024</year><month>08</month><day>19</day><volume>8</volume><issue>1</issue><fpage>2352399</fpage><pub-id pub-id-type="doi">10.1080/24740527.2024.2352399</pub-id><pub-id pub-id-type="medline">39175941</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>Vowles</surname><given-names>KE</given-names> </name><name name-style="western"><surname>Fink</surname><given-names>BC</given-names> </name><name name-style="western"><surname>Cohen</surname><given-names>LL</given-names> </name></person-group><article-title>Acceptance and commitment therapy for chronic pain: a diary study of treatment process in relation to reliable change in disability</article-title><source>J Contextual Behav Sci</source><year>2014</year><month>04</month><volume>3</volume><issue>2</issue><fpage>74</fpage><lpage>80</lpage><pub-id pub-id-type="doi">10.1016/j.jcbs.2014.04.003</pub-id><pub-id pub-id-type="medline">27818931</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>Goesling</surname><given-names>J</given-names> </name><name name-style="western"><surname>Lin</surname><given-names>LA</given-names> </name><name name-style="western"><surname>Clauw</surname><given-names>DJ</given-names> </name></person-group><article-title>Psychiatry and pain management: at the intersection of chronic pain and mental health</article-title><source>Curr Psychiatry Rep</source><year>2018</year><month>03</month><day>5</day><volume>20</volume><issue>2</issue><fpage>12</fpage><pub-id pub-id-type="doi">10.1007/s11920-018-0872-4</pub-id><pub-id pub-id-type="medline">29504088</pub-id></nlm-citation></ref></ref-list></back></article>