{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,10,30]],"date-time":"2026-10-30T17:58:56Z","timestamp":1793383136796,"version":"4.5.0"},"reference-count":25,"publisher":"American Medical Association (AMA)","issue":"4","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Netw Open"],"abstract":"<jats:sec>\n                    <jats:title>Importance<\/jats:title>\n                    <jats:p>Accessible, scalable interventions for psychiatric symptoms are needed to address global mental health care gaps. Conversational artificial intelligence (AI) may extend access by providing personalized support, yet rigorous evidence of efficacy and therapeutic mechanisms remains scarce.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Objectives<\/jats:title>\n                    <jats:p>To evaluate the efficacy of a conversational AI\u2013based mental health platform for psychiatric symptoms, and to assess how perceived therapeutic alliance contributes to user engagement and psychological outcomes.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Design, Setting, and Participants<\/jats:title>\n                    <jats:p>This 3-arm randomized clinical trial was conducted in Israel from April 1 to October 27, 2025, including the 12-week intervention and 3-month follow-up period. Participants were university students who reported psychological distress.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Interventions<\/jats:title>\n                    <jats:p>Participants were randomly assigned 1:1:1 to a 12-week AI-based conversational platform, face-to-face group therapy, or waiting list control.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Main Outcomes and Measures<\/jats:title>\n                    <jats:p>\n                      The primary outcomes were anxiety (Generalized Anxiety Disorder-7), depression (Patient Health Questionnaire-9), posttraumatic stress disorder (PTSD; PTSD Checklist for\n                      <jats:italic>DSM-5<\/jats:italic>\n                      ), well-being (World Health Organization-5 Well-Being Index), and life satisfaction (Brief Multidimensional Students\u2019 Life Satisfaction Scale) measures at the end of the 12-week intervention. Analyses followed the intention-to-treat principle.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>\n                      In total, 995 participants (mean [SD] age, 23.1 [2.4] years; 504 [50.7%] female) were included in analyses, with 336 randomized to the AI intervention, 331 to group therapy, and 328 to waiting list control. After the intervention, participants in the AI group showed greater anxiety reduction than those in group therapy (mean difference [MD], \u22122.17 [95% CI, \u22122.67 to \u22121.67]) or control (MD, \u22122.15 [95% CI, \u22122.65 to \u22121.65]) and greater depression reduction than control (MD, \u22121.99 [95% CI, \u22122.63 to \u22121.35]). PTSD symptoms did not differ among groups. The AI group also showed greater improvements in well-being than group therapy (MD, 5.72 [95% CI, 2.71 to 8.73]) and control (MD, 9.16 [95% CI, 6.14 to 12.18]). Structural equation modeling indicated that perceived therapeutic alliance was associated with engagement (\u03b2\u2009=\u20090.31 [95% CI, 0.16 to 0.43];\n                      <jats:italic>P<\/jats:italic>\n                      \u2009&amp;amp;lt;\u2009.001) and symptom improvement (\u03b2\u2009=\u2009\u20130.58 [95% CI, \u20130.69 to \u20130.46];\n                      <jats:italic>P<\/jats:italic>\n                      \u2009&amp;amp;lt;\u2009.001).\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusions and Relevance<\/jats:title>\n                    <jats:p>In this randomized clinical trial of university students with psychological distress, the use of a conversational AI agent was associated with improvements in anxiety, depression, well-being, and life satisfaction, and its perceived therapeutic alliance was associated with engagement and psychological improvement. These findings suggest that conversational AI may serve as a scalable resource within mental health frameworks.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Trial Registration<\/jats:title>\n                    <jats:p>\n                      ISRCTN Registry Identifier:\n                      <jats:ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"https:\/\/www.isrctn.com\/ISRCTN61075527?q=ISRCTN61075527&amp;amp;amp;filters=&amp;amp;amp;sort=&amp;amp;amp;offset=1&amp;amp;amp;totalResults=1&amp;amp;amp;page=1&amp;amp;amp;pageSize=10\">ISRCTN61075527<\/jats:ext-link>\n                    <\/jats:p>\n                  <\/jats:sec>","DOI":"10.1001\/jamanetworkopen.2026.6713","type":"journal-article","created":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T15:30:14Z","timestamp":1776180614000},"page":"e266713","source":"Crossref","is-referenced-by-count":22,"title":["Efficacy of a Conversational AI Agent for Psychiatric Symptoms and Digital Therapeutic Alliance"],"prefix":"10.1001","volume":"9","author":[{"given":"Anat","family":"Shoshani","sequence":"first","affiliation":[{"name":"Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Bar","family":"Gurfinkel","sequence":"additional","affiliation":[{"name":"Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ariel","family":"Kor","sequence":"additional","affiliation":[{"name":"Faculty of Medicine, Hebrew University of Jerusalem, Jerusalem, Israel"},{"name":"School of Medicine, Yale University, New Haven, Connecticut"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yael","family":"Ben-Haim","sequence":"additional","affiliation":[{"name":"Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Or","family":"Kanarek","sequence":"additional","affiliation":[{"name":"Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Romi","family":"Segev","sequence":"additional","affiliation":[{"name":"Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Or","family":"Shafir","sequence":"additional","affiliation":[{"name":"Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Romi","family":"Arbel","sequence":"additional","affiliation":[{"name":"Baruch Ivcher School of Psychology, Reichman University, Herzliya, Israel"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"10","published-online":{"date-parts":[[2026,4,14]]},"reference":[{"issue":"1","key":"zoi260226r2","doi-asserted-by":"publisher","first-page":"486","DOI":"10.1186\/s12888-025-06932-y","article-title":"Global burden of mental disorders in 204 countries and territories, 1990-2021: results from the global burden of disease study 2021.","volume":"25","author":"Fan","year":"2025","journal-title":"BMC Psychiatry"},{"key":"zoi260226r3","doi-asserted-by":"publisher","DOI":"10.2196\/63791","article-title":"It is time to realize the promise of the digital mental health revolution: application for population mental health.","volume":"27","author":"Adler","year":"2025","journal-title":"J Med Internet Res"},{"key":"zoi260226r4","doi-asserted-by":"publisher","first-page":"234","DOI":"10.1007\/s41347-022-00245-7","article-title":"Therapeutic activities as a link between program usage and clinical outcomes in digital mental health interventions: a proposed research framework.","volume":"7","author":"Baumel","year":"2022","journal-title":"J Technol Behav Sci"},{"issue":"2","key":"zoi260226r5","doi-asserted-by":"publisher","first-page":"156","DOI":"10.1002\/wps.21299","article-title":"The evolving field of digital mental health: current evidence and implementation issues for smartphone apps, generative artificial intelligence, and virtual reality.","volume":"24","author":"Torous","year":"2025","journal-title":"World Psychiatry"},{"issue":"7","key":"zoi260226r6","doi-asserted-by":"publisher","first-page":"456","DOI":"10.1177\/0706743719828977","article-title":"Chatbots and conversational agents in mental health: a review of the psychiatric landscape.","volume":"64","author":"Vaidyam","year":"2019","journal-title":"Can J Psychiatry"},{"key":"zoi260226r7","doi-asserted-by":"publisher","first-page":"48","DOI":"10.1038\/s44184-024-00097-4","article-title":"\u201cIt happened to be the perfect thing\u201d: experiences of generative AI chatbots for mental health.","volume":"3","author":"Siddals","year":"2024","journal-title":"npj Ment Health Res"},{"issue":"1","key":"zoi260226r8","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1111\/0022-4537.00153","article-title":"Machines and mindlessness: social responses to computers.","volume":"56","author":"Nass","year":"2000","journal-title":"J Soc Issues"},{"issue":"1","key":"zoi260226r9","doi-asserted-by":"publisher","first-page":"236","DOI":"10.1038\/s41746-023-00979-5","article-title":"Systematic review and meta-analysis of AI-based conversational agents for promoting mental health and well-being.","volume":"6","author":"Li","year":"2023","journal-title":"NPJ Digit Med"},{"key":"zoi260226r10","doi-asserted-by":"publisher","DOI":"10.2196\/78238","article-title":"Generative AI mental health chatbots as therapeutic tools: systematic review and meta-analysis of their role in reducing mental health issues.","volume":"27","author":"Zhang","year":"2025","journal-title":"J Med Internet Res"},{"key":"zoi260226r11","doi-asserted-by":"publisher","DOI":"10.1056\/AIoa2400802","article-title":"Randomized trial of a generative AI chatbot for mental health treatment.","author":"Heinz","journal-title":"NEJM AI"},{"issue":"7","key":"zoi260226r12","doi-asserted-by":"publisher","DOI":"10.2196\/36018","article-title":"Improving well-being with a mobile artificial intelligence\u2013powered acceptance commitment therapy tool: pragmatic retrospective study.","volume":"6","author":"Naor","year":"2022","journal-title":"JMIR Form Res"},{"issue":"1","key":"zoi260226r13","doi-asserted-by":"publisher","DOI":"10.2196\/38171","article-title":"Adolescents\u2019 well-being while using a mobile artificial intelligence\u2013powered acceptance commitment therapy tool: evidence from a longitudinal study.","volume":"1","author":"Vertsberger","year":"2022","journal-title":"JMIR AI"},{"issue":"10","key":"zoi260226r14","doi-asserted-by":"publisher","first-page":"1092","DOI":"10.1001\/archinte.166.10.1092","article-title":"A brief measure for assessing generalized anxiety disorder: the GAD-7.","volume":"166","author":"Spitzer","year":"2006","journal-title":"Arch Intern Med"},{"issue":"9","key":"zoi260226r15","doi-asserted-by":"publisher","first-page":"606","DOI":"10.1046\/j.1525-1497.2001.016009606.x","article-title":"The PHQ-9: validity of a brief depression severity measure.","volume":"16","author":"Kroenke","year":"2001","journal-title":"J Gen Intern Med"},{"key":"zoi260226r16","doi-asserted-by":"publisher","first-page":"124","DOI":"10.1016\/j.psychres.2016.03.014","article-title":"Investigation of abbreviated 4 and 8 item versions of the PTSD Checklist 5.","volume":"239","author":"Price","year":"2016","journal-title":"Psychiatry Res"},{"key":"zoi260226r17","doi-asserted-by":"publisher","first-page":"121","DOI":"10.1023\/A:1021326822957","article-title":"Preliminary validation of the brief multidimensional students\u2019 life satisfaction scale (BMSLSS).","volume":"61","author":"Seligson","year":"2003","journal-title":"Soc Indic Res"},{"key":"zoi260226r18","doi-asserted-by":"publisher","DOI":"10.1016\/j.jadr.2020.100020","article-title":"The WHO-5 well-being index \u2013 validation based on item response theory and the analysis of measurement invariance across 35 countries.","volume":"1","author":"Sischka","year":"2020","journal-title":"J Affect Disord Rep"},{"issue":"1","key":"zoi260226r19","first-page":"15","article-title":"Measuring help-seeking intentions: properties of the general help-seeking questionnaire.","volume":"39","author":"Wilson","year":"2005","journal-title":"Can J Counsell"},{"issue":"4","key":"zoi260226r20","doi-asserted-by":"publisher","first-page":"264","DOI":"10.1037\/0022-0167.25.4.264","article-title":"Help-seeking attitudes and perceptions of counselor behavior.","volume":"25","author":"Cash","year":"1978","journal-title":"J Couns Psychol"},{"issue":"1","key":"zoi260226r21","doi-asserted-by":"publisher","first-page":"679","DOI":"10.1146\/annurev-psych-121024-044244","article-title":"Just-in-time adaptive interventions: where are we now and what is next?","volume":"77","author":"Nahum-Shani","year":"2026","journal-title":"Annu Rev Psychol"},{"issue":"2","key":"zoi260226r23","doi-asserted-by":"publisher","first-page":"195","DOI":"10.20879\/acr.2024.21.019","article-title":"Unveiling secrets to AI agents: exploring the interplay of conversation type, self-disclosure, and privacy insensitivity.","volume":"21","author":"Shim","year":"2024","journal-title":"Asian Communication Research"},{"key":"zoi260226r24","doi-asserted-by":"publisher","DOI":"10.2196\/69294","article-title":"Does the digital therapeutic alliance exist? integrative review.","volume":"12","author":"Malouin-Lachance","year":"2025","journal-title":"JMIR Ment Health"},{"issue":"12","key":"zoi260226r25","doi-asserted-by":"publisher","DOI":"10.1002\/14651858.CD003388.pub4","article-title":"Psychological therapies for chronic post-traumatic stress disorder (PTSD) in adults.","author":"Bisson","year":"2013","journal-title":"Cochrane Database Syst Rev"},{"key":"zoi260226r22","first-page":"271","volume-title":"Intelligent Systems and IoT Applications in Clinical Health","author":"Thirupathi","year":"2025"},{"key":"zoi260226r1","unstructured":"Nearly one billion people have a mental disorder: WHO. United Nations News. World Health Organization. June 17, 2022. Accessed September 19, 2025. https:\/\/news.un.org\/en\/story\/2022\/06\/1120682"}],"container-title":["JAMA Network Open"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/articlepdf\/2847751\/shoshani_2026_oi_260226_1775586779.89899.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,4,14]],"date-time":"2026-04-14T15:30:16Z","timestamp":1776180616000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2847751"}},"subtitle":["A Randomized Clinical Trial"],"short-title":[],"issued":{"date-parts":[[2026,4,14]]},"references-count":25,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2026,4,1]]}},"URL":"https:\/\/doi.org\/10.1001\/jamanetworkopen.2026.6713","relation":{},"ISSN":["2574-3805"],"issn-type":[{"value":"2574-3805","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,4,14]]}}}