{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,9,23]],"date-time":"2026-09-23T06:09:45Z","timestamp":1790143785713,"version":"4.0.1"},"reference-count":82,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2026,9,23]],"date-time":"2026-09-23T00:00:00Z","timestamp":1790121600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Psychol."],"abstract":"<jats:sec>\n                    <jats:title>Background<\/jats:title>\n                    <jats:p>AI-generated health education short videos are becoming an important form of digital health communication. Compared with conventional health education content, these videos require users to evaluate not only the value of health information, but also the credibility of information sources, the trustworthiness of AI-generated content, and their own health-related psychological state. Therefore, it is necessary to further examine the psychological factors that influence users\u2019 adoption of AI-generated health information.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods<\/jats:title>\n                    <jats:p>Drawing on the Information Adoption Model, this study developed a research framework that includes information quality, source credibility, perceived usefulness, AI trust, health anxiety, and information adoption intention. A questionnaire survey was conducted among Chinese users, yielding 476 valid responses. The data were analyzed using partial least squares structural equation modeling, artificial neural networks, and importance\u2013performance map analysis.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results<\/jats:title>\n                    <jats:p>The PLS-SEM results showed that information quality and source credibility were significantly and positively associated with both perceived usefulness and AI trust. Perceived usefulness, AI trust, and health anxiety were also significantly and positively associated with information adoption intention. Among these factors, AI trust showed the strongest association with information adoption intention, whereas health anxiety was statistically significant but had a relatively weak effect. The mediation analysis further indicated that perceived usefulness and AI trust played important mediating roles between information-related factors and information adoption intention. The ANN results also identified AI trust as the most important predictor of information adoption intention. The IPMA results further showed that AI trust had the highest importance but a relatively insufficient performance level.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Conclusion<\/jats:title>\n                    <jats:p>This study extends the Information Adoption Model to the context of AI-generated health education short videos and highlights the central role of AI trust in users\u2019 information adoption process. The findings suggest that improving transparency, strengthening source credibility, providing evidence-based content, and introducing expert review mechanisms may help enhance users\u2019 trust in AI-generated health information and further increase their information adoption intention.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.3389\/fpsyg.2026.1889095","type":"journal-article","created":{"date-parts":[[2026,9,23]],"date-time":"2026-09-23T05:49:19Z","timestamp":1790142559000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":0,"title":["Psychological factors associated with Chinese users\u2019 adoption of AI-generated health education short videos: a PLS-SEM\u2013ANN\u2013IPMA study"],"prefix":"10.3389","volume":"17","author":[{"given":"Jun","family":"Liu","sequence":"first","affiliation":[{"name":"College of Art, Cheongju University","place":["Cheongju, Republic of Korea"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Xinyun","family":"Liang","sequence":"additional","affiliation":[{"name":"School of Literature and Communication, Sichuan University of Arts and Science","place":["Dazhou, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yue","family":"Sun","sequence":"additional","affiliation":[{"name":"School of Design, Fujian University of Technology","place":["Fuzhou, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ying","family":"Hu","sequence":"additional","affiliation":[{"name":"School of Literature and Communication, Sichuan University of Arts and Science","place":["Dazhou, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Linxin","family":"Liu","sequence":"additional","affiliation":[{"name":"Department of Critical Care Medicine (Surgery), Mengchao Hepatobiliary Hospital of Fujian Medical University","place":["Fuzhou, China"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2026,9,23]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"1568","DOI":"10.1057\/s41599-024-04044-8","article-title":"Trust in AI: progress, challenges, and future directions","volume":"11","author":"Afroogh","year":"2024","journal-title":"Hum. Soc. Sci. Commun."},{"key":"ref2","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1080\/0194262x.2023.2250835","article-title":"Investigating the use of ChatGPT as a novel method for seeking health information: a qualitative approach","volume":"43","author":"Al Shboul","year":"2024","journal-title":"Sci. Technol. Libr."},{"key":"ref3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1080\/09581596.2024.2348164","article-title":"Factors influencing patients\u2019 engagement with ChatGPT for accessing health-related information","volume":"34","author":"Alanezi","year":"2024","journal-title":"Crit. Public Health"},{"key":"ref4","doi-asserted-by":"publisher","first-page":"103588","DOI":"10.1016\/j.ijhm.2023.103588","article-title":"Antecedents and consequences of travelers' trust towards personalized travel recommendations offered by ChatGPT","volume":"114","author":"Ali","year":"2023","journal-title":"Int. J. Hosp. Manag."},{"key":"ref5","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1016\/j.chb.2014.12.049","article-title":"Travellers\u2019 acceptance of consumer-generated media: an integrated model of technology acceptance and source credibility theories","volume":"48","author":"Ayeh","year":"2015","journal-title":"Comput. Hum. Behav."},{"key":"ref6","doi-asserted-by":"publisher","first-page":"104045","DOI":"10.1016\/j.jretconser.2024.104045","article-title":"Exploring cognitive-behavioral drivers impacting consumer continuance intention of fitness apps using a hybrid approach of text mining, SEM, and ANN","volume":"81","author":"Bellary","year":"2024","journal-title":"J. Retail. Consum. Serv."},{"key":"ref7","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1111\/cpsp.12299","article-title":"Online health research and health anxiety: a systematic review and conceptual integration","volume":"27","author":"Brown","year":"2020","journal-title":"Clin. Psychol. Sci. Pract."},{"key":"ref8","doi-asserted-by":"publisher","first-page":"159","DOI":"10.1159\/000537870","article-title":"From health communication to health literacy: a comprehensive analysis of relevance and strategies","volume":"42","author":"Caeiros","year":"2024","journal-title":"Port. J. Public Health"},{"key":"ref9","doi-asserted-by":"publisher","first-page":"745","DOI":"10.1007\/s10490-023-09871-y","article-title":"Reporting reliability, convergent and discriminant validity with structural equation modeling: a review and best-practice recommendations","volume":"41","author":"Cheung","year":"2024","journal-title":"Asia Pac. J. Manag."},{"key":"ref10","doi-asserted-by":"crossref","first-page":"229","DOI":"10.1108\/10662240810883290","article-title":"The impact of electronic word-of-mouth: the adoption of online opinions in online customer communities","volume":"18","author":"Cheung","year":"2008","journal-title":"Internet Res."},{"key":"ref11","doi-asserted-by":"publisher","first-page":"618","DOI":"10.17705\/1jais.00305","article-title":"Is this review believable? A study of factors affecting the credibility of online consumer reviews from an ELM perspective","volume":"13","author":"Cheung","year":"2012","journal-title":"J. Assoc. Inf. Syst."},{"key":"ref12","doi-asserted-by":"publisher","first-page":"1876","DOI":"10.1080\/10494820.2025.2535675","article-title":"Vocational high school weave hair learning in virtual reality: an application of extended technology acceptance model with flow theory","volume":"34","author":"Chiang","year":"2026","journal-title":"Interact. Learn. Environ."},{"key":"ref13","doi-asserted-by":"publisher","first-page":"104037","DOI":"10.1016\/j.im.2024.104037","article-title":"Identifying the peripheral cues in the credibility assessment of online health information","volume":"61","author":"Claggett","year":"2024","journal-title":"Inf. Manag."},{"key":"ref14","doi-asserted-by":"publisher","first-page":"319","DOI":"10.2307\/249008","article-title":"Perceived usefulness, perceived ease of use, and user acceptance of information technology","volume":"13","author":"Davis","year":"1989","journal-title":"MIS Q."},{"key":"ref15","doi-asserted-by":"publisher","first-page":"385","DOI":"10.1080\/17538068.2023.2277489","article-title":"What generative AI means for trust in health communications","volume":"16","author":"Dunn","year":"2023","journal-title":"J. Commun. Healthc."},{"key":"ref16","doi-asserted-by":"publisher","first-page":"JCMC643","DOI":"10.1111\/j.1083-6101.2001.tb00126.x","article-title":"Credibility assessments of online health information: the effects of source expertise and knowledge of content","volume":"6","author":"Eastin","year":"2001","journal-title":"J. Comput. Mediat. Commun."},{"key":"ref17","doi-asserted-by":"publisher","first-page":"1789","DOI":"10.1108\/jeim-04-2020-0129","article-title":"Understanding mobile users' information adoption behaviour: an extension of the information adoption model","volume":"35","author":"Elwalda","year":"2022","journal-title":"J. Enterp. Inf. Manag."},{"key":"ref18","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1016\/j.chb.2016.03.003","article-title":"The influence of eWOM in social media on consumers\u2019 purchase intentions: an extended approach to information adoption","volume":"61","author":"Erkan","year":"2016","journal-title":"Comput. Hum. Behav."},{"key":"ref19","doi-asserted-by":"publisher","first-page":"170","DOI":"10.1186\/s12911-020-01191-1","article-title":"Use of AI-based tools for healthcare purposes: a survey study from consumers\u2019 perspectives","volume":"20","author":"Esmaeilzadeh","year":"2020","journal-title":"BMC Med. Inform. Decis. Mak."},{"key":"ref20","doi-asserted-by":"publisher","first-page":"100348","DOI":"10.1016\/j.clrc.2025.100348","article-title":"Understanding behavioral intentions in E-waste management: a combined PLS-SEM, NCA, and IPMA approach","volume":"19","author":"Garg","year":"2025","journal-title":"Cleaner Responsible Consumption"},{"key":"ref21","doi-asserted-by":"publisher","first-page":"106607","DOI":"10.1016\/j.chb.2020.106607","article-title":"Attachment and trust in artificial intelligence","volume":"115","author":"Gillath","year":"2021","journal-title":"Comput. Hum. Behav."},{"key":"ref22","doi-asserted-by":"publisher","first-page":"627","DOI":"10.5465\/annals.2018.0057","article-title":"Human trust in artificial intelligence: review of empirical research","volume":"14","author":"Glikson","year":"2020","journal-title":"Acad. Manag. Ann."},{"key":"ref23","doi-asserted-by":"publisher","first-page":"20552076251374121","DOI":"10.1177\/20552076251374121","article-title":"Promoting trust and intention to adopt health information generated by ChatGPT among healthcare customers: an empirical study","volume":"11","author":"Guo","year":"2025","journal-title":"Digital Health"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"1547402","DOI":"10.3389\/fpsyg.2025.1547402","article-title":"Research on the factors affecting the adoption of health short videos by the college students in China: unification based on TAM and UTAUT model","volume":"16","author":"Han","year":"2025","journal-title":"Front. Psychol."},{"key":"ref25","doi-asserted-by":"publisher","first-page":"635","DOI":"10.1086\/266350","article-title":"The influence of source credibility on communication effectiveness","volume":"15","author":"Hovland","year":"1951","journal-title":"Public Opin. Q."},{"key":"ref26","doi-asserted-by":"publisher","first-page":"107253","DOI":"10.1016\/j.chb.2022.107253","article-title":"Interacting with medical artificial intelligence: integrating self-responsibility attribution, human\u2013computer trust, and personality","volume":"132","author":"Huo","year":"2022","journal-title":"Comput. Hum. Behav."},{"key":"ref27","doi-asserted-by":"publisher","first-page":"18","DOI":"10.1186\/1751-0759-4-18","article-title":"Health literacy and health communication","volume":"4","author":"Ishikawa","year":"2010","journal-title":"BioPsychoSocial medicine"},{"key":"ref28","first-page":"1057","article-title":"Cronbach's alpha: a cornerstone in ensuring reliability and validity in environmental health assessment","volume":"23","author":"Izah","year":"2023","journal-title":"ES Energy Environ."},{"key":"ref29","doi-asserted-by":"publisher","first-page":"102662","DOI":"10.1016\/j.ijinfomgt.2023.102662","article-title":"Impact of irritation and negative emotions on the performance of voice assistants: netting dissatisfied customers\u2019 perspectives","volume":"72","author":"Jain","year":"2023","journal-title":"Int. J. Inf. Manag."},{"key":"ref30","doi-asserted-by":"publisher","first-page":"21582440241285393","DOI":"10.1177\/21582440241285393","article-title":"User-centered design strategies for age-friendly mobile news apps","volume":"14","author":"Jiang","year":"2024","journal-title":"SAGE Open"},{"key":"ref31","doi-asserted-by":"publisher","first-page":"8370","DOI":"10.1080\/10447318.2024.2408513","article-title":"Technology acceptance and innovation diffusion: are users more inclined toward AIGC-assisted design?","volume":"41","author":"Jiang","year":"2025","journal-title":"Int. J. Hum. Comput. Interact."},{"key":"ref32","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1016\/j.ijmedinf.2015.11.002","article-title":"How users adopt healthcare information: an empirical study of an online Q&A community","volume":"86","author":"Jin","year":"2016","journal-title":"Int. J. Med. Inform."},{"key":"ref33","doi-asserted-by":"publisher","first-page":"327","DOI":"10.1037\/h0061861","article-title":"\"Reinstatement\" of the communicator in delayed measurement of opinion change","volume":"48","author":"Kelman","year":"1953","journal-title":"J. Abnorm. Soc. Psychol."},{"key":"ref34","doi-asserted-by":"crossref","first-page":"493","DOI":"10.1108\/JHTI-01-2024-0073","article-title":"From screen to plate: an investigation of how information by social media influencers influence food tasting intentions through the integration of IAM and TAM models","volume":"8","author":"Khan","year":"2025","journal-title":"J. Hosp. Tour. Insights"},{"key":"ref35","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1057\/s41599-025-06362-x","article-title":"Trust and attitude towards AI as pathways to creativity: a TAM model study of EFL students\u2019 digital literacy and AI acceptance","volume":"13","author":"Khoso","year":"2025","journal-title":"Hum. Soc. Sci. Commun."},{"key":"ref36","first-page":"1","article-title":"Common method bias in PLS-SEM: a full collinearity assessment approach","volume":"11","author":"Kock","year":"2015","journal-title":"Int. J. e-Collab."},{"key":"ref37","doi-asserted-by":"publisher","first-page":"129","DOI":"10.3808\/jei.202400515","article-title":"How do Instagram messages affect the use of renewable energy?--application of an extended information adoption model","volume":"43","author":"Komendantova","year":"2024","journal-title":"J. Environ. Inform."},{"key":"ref38","doi-asserted-by":"publisher","first-page":"67","DOI":"10.14329\/apjis.2014.24.1.067","article-title":"E-smart health information adoption processes: central versus peripheral route","volume":"24","author":"Koo","year":"2014","journal-title":"Asia Pac. J. Inf. Syst."},{"key":"ref39","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1108\/IMDS-11-2025-1719","article-title":"AI-augmented decision-making and sustainability performance in SMEs: a hybrid PLS-SEM, ANN, and multi-group analysis","author":"Kugara","year":"2026","journal-title":"Ind. Manag. Data Syst."},{"key":"ref40","doi-asserted-by":"publisher","first-page":"484","DOI":"10.1016\/j.chb.2015.06.003","article-title":"Health anxiety in the digital age: an exploration of psychological determinants of online health information seeking","volume":"52","author":"Lagoe","year":"2015","journal-title":"Comput. Hum. Behav."},{"key":"ref41","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1108\/bl-04-2021-0058","article-title":"Determinants of health information acceptance to COVID-19 avoidance: the lens of information acceptance model and elaboration likelihood model","volume":"36","author":"Le","year":"2023","journal-title":"Bottom Line"},{"key":"ref42","first-page":"220","article-title":"A primer on partial least squares structural equation modeling (PLS-SEM)","volume-title":"Int. J. Res. Method Educ","author":"Leguina","year":"2015"},{"key":"ref43","doi-asserted-by":"publisher","first-page":"723","DOI":"10.1016\/j.ijmedinf.2008.03.002","article-title":"Determinants of internet use as a preferred source of information on personal health","volume":"77","author":"Lemire","year":"2008","journal-title":"Int. J. Med. Inform."},{"key":"ref44","doi-asserted-by":"publisher","first-page":"144","DOI":"10.36922\/ssr.v3i3.1170","article-title":"Research on the current situation and development strategy of health communication in a short Tiktok video: the \u201cDingxiang doctor\u201d","volume":"3","author":"Li","year":"2021","journal-title":"Sci. Soc. Res."},{"key":"ref45","doi-asserted-by":"publisher","first-page":"172080","DOI":"10.1109\/ACCESS.2025.3613754","article-title":"How prompt language structures influence perceived camera movement and usage intentions in AI-generated video: an S\u2013O\u2013R framework","volume":"13","author":"Liu","year":"2025","journal-title":"IEEE Access."},{"key":"ref46","doi-asserted-by":"publisher","first-page":"1781974","DOI":"10.3389\/fpsyg.2026.1781974","article-title":"Psychological mechanisms linking AI hallucinations to user trust and behavioral intentions toward AI-generated videos: an S\u2013O\u2013R perspective","volume":"17","author":"Liu","year":"2026","journal-title":"Front. Psychol."},{"key":"ref47","doi-asserted-by":"publisher","first-page":"e19118","DOI":"10.2196\/19118","article-title":"Health communication through news media during the early stage of the COVID-19 outbreak in China: digital topic modeling approach","volume":"22","author":"Liu","year":"2020","journal-title":"J. Med. Internet Res."},{"key":"ref48","doi-asserted-by":"publisher","first-page":"270","DOI":"10.1016\/j.jad.2018.11.037","article-title":"The relationships between health anxiety, online health information seeking, and cyberchondria: systematic review and meta-analysis","volume":"245","author":"McMullan","year":"2019","journal-title":"J. Affect. Disord."},{"key":"ref49","doi-asserted-by":"publisher","first-page":"494","DOI":"10.1177\/02666669211010872","article-title":"Drivers of egovernment adoption amidst COVID-19 pandemic: the information adoption model (IAM) approach","volume":"38","author":"Mensah","year":"2022","journal-title":"Inf. Dev."},{"key":"ref50","doi-asserted-by":"publisher","first-page":"e78433","DOI":"10.1371\/journal.pone.0078433","article-title":"Social influence and the collective dynamics of opinion formation","volume":"8","author":"Moussa\u00efd","year":"2013","journal-title":"PLoS One"},{"key":"ref51","doi-asserted-by":"crossref","first-page":"284","DOI":"10.1016\/j.dss.2013.01.029","article-title":"Untangling the antecedents of initial trust in web-based health information: the roles of argument quality, source expertise, and user perceptions of information quality and risk","volume":"55","author":"Mun","year":"2013","journal-title":"Decis. Support. Syst."},{"key":"ref52","doi-asserted-by":"publisher","first-page":"189","DOI":"10.1016\/j.janxdis.2011.11.005","article-title":"Cyberchondriasis: fact or fiction? A preliminary examination of the relationship between health anxiety and searching for health information on the internet","volume":"26","author":"Muse","year":"2012","journal-title":"J. Anxiety Disord."},{"key":"ref53","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1023\/a:1008191211004","article-title":"A meta-analysis of variance accounted for and factor loadings in exploratory factor analysis","volume":"11","author":"Peterson","year":"2000","journal-title":"Mark. Lett."},{"key":"ref54","doi-asserted-by":"publisher","first-page":"2001","DOI":"10.1186\/s12889-022-14418-9","article-title":"How users make judgements about the quality of online health information: a cross-sectional survey study","volume":"22","author":"Pian","year":"2022","journal-title":"BMC Public Health"},{"key":"ref55","doi-asserted-by":"publisher","first-page":"1873","DOI":"10.1080\/10410236.2025.2601265","article-title":"Who trusts AI for health information? A cross-national survey on trust determinants in four European countries","volume":"41","author":"Reinhardt","year":"2026","journal-title":"Health Commun."},{"key":"ref56","first-page":"925","article-title":"Investigating information adoption tendencies based on restaurants\u2019 user-generated content utilizing a modified information adoption model","volume":"25","author":"Salehi-Esfahani","year":"2016","journal-title":"J. Hosp. Mark. Manag."},{"key":"ref57","doi-asserted-by":"publisher","first-page":"1393","DOI":"10.2105\/AJPH.2020.305746","article-title":"From \u201cinfodemics\u201d to health promotion: a novel framework for the role of social media in public health","volume":"110","author":"Schillinger","year":"2020","journal-title":"Am. J. Public Health"},{"key":"ref58","doi-asserted-by":"publisher","first-page":"286","DOI":"10.1080\/10548408.2014.873318","article-title":"Influence of social media on Chinese students\u2019 choice of an overseas study destination: an information adoption model perspective","volume":"31","author":"Shu","year":"2014","journal-title":"J. Travel Tour. Mark."},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.5817\/CP2016-2-4","article-title":"Health anxiety and internet use: a thematic analysis","author":"Singh","year":"2016","journal-title":"Cyberpsychology"},{"key":"ref60","doi-asserted-by":"crossref","first-page":"472","DOI":"10.1108\/JAMR-09-2018-0086","article-title":"Impact of demonetization on diffusion of mobile payment service in India: antecedents of behavioral intention and adoption using extended UTAUT model","volume":"16","author":"Sobti","year":"2019","journal-title":"J. Adv. Manag. Res."},{"key":"ref61","doi-asserted-by":"publisher","first-page":"521","DOI":"10.1108\/yc-03-2021-1288","article-title":"Electronic word-of-mouth in travel social networking sites and young consumers\u2019 purchase intentions: an extended information adoption model","volume":"22","author":"Song","year":"2021","journal-title":"Young Consum."},{"key":"ref62","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1586\/ern.12.162","article-title":"Cyberchondria: towards a better understanding of excessive health-related internet use","volume":"13","author":"Starcevic","year":"2013","journal-title":"Expert. Rev. Neurother."},{"key":"ref63","doi-asserted-by":"publisher","first-page":"104550","DOI":"10.1016\/j.jbi.2023.104550","article-title":"Theory of trust and acceptance of artificial intelligence technology (TrAAIT): an instrument to assess clinician trust and acceptance of artificial intelligence","volume":"148","author":"Stevens","year":"2023","journal-title":"J. Biomed. Inform."},{"key":"ref64","volume-title":"Measuring Information Quality","author":"Stvilia","year":"2006"},{"key":"ref65","doi-asserted-by":"crossref","first-page":"1368","DOI":"10.1002\/asi.24228","article-title":"Bias effects, synergistic effects, and information contingency effects: developing and testing an extended information adoption model in social Q&A","volume":"70","author":"Sun","year":"2019","journal-title":"J. Assoc. Inf. Sci. Technol."},{"key":"ref66","doi-asserted-by":"publisher","first-page":"47","DOI":"10.1287\/isre.14.1.47.14767","article-title":"Informational influence in organizations: an integrated approach to knowledge adoption","volume":"14","author":"Sussman","year":"2003","journal-title":"Inf. Syst. Res."},{"key":"ref67","doi-asserted-by":"publisher","first-page":"20552076251360973","DOI":"10.1177\/20552076251360973","article-title":"Factors that influence trust and willingness to use generative AI for health information: a cross-sectional study","volume":"11","author":"Svestkova","year":"2025","journal-title":"Digital Health"},{"key":"ref68","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1108\/ajim-04-2025-0196","article-title":"An investigation of factors influencing user information adoption behavior in human\u2013AI interaction contexts: a hybrid SEM and fsQCA approach","author":"Tang","year":"2026","journal-title":"Aslib J. Inf. Manag."},{"key":"ref69","doi-asserted-by":"publisher","first-page":"1616488","DOI":"10.3389\/fdgth.2025.1616488","article-title":"Generative AI in consumer health: leveraging large language models for health literacy and clinical safety with a digital health framework","volume":"7","author":"Tilton","year":"2025","journal-title":"Front. Digital Health"},{"key":"ref70","doi-asserted-by":"publisher","first-page":"e76825","DOI":"10.7759\/cureus.76825","article-title":"Beyond the screen: the impact of generative artificial intelligence (AI) on patient learning and the patient-physician relationship","volume":"17","author":"Traylor","year":"2025","journal-title":"Cureus"},{"key":"ref71","doi-asserted-by":"publisher","first-page":"e175","DOI":"10.1016\/s2589-7500(20)30315-0","article-title":"What social media told us in the time of COVID-19: a scoping review","volume":"3","author":"Tsao","year":"2021","journal-title":"Lancet Digit. Health"},{"key":"ref72","doi-asserted-by":"publisher","first-page":"2524","DOI":"10.1080\/10410236.2023.2275921","article-title":"Is there a relationship between online health information seeking and health anxiety? 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