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Information quality, readability, and empathy of AI-generated public mental health information: a comparative evaluation of eight large language models.

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Title: Information quality, readability, and empathy of AI-generated public mental health information: a comparative evaluation of eight large language models.
Authors: Wang Q; Xihua University, Chengdu, Sichuan, China.; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China., Ma S; Department of Psychiatry, Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China., Sun J; Xihua University, Chengdu, Sichuan, China., Qi X; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China., Zhao J; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China., Ma D; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China., Liu X; Xi'an Medical University, Xi'an, Shaanxi, China., An Q; Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, China., Zhao D; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China., He S; Xihua University, Chengdu, Sichuan, China.
Source: Frontiers in public health [Front Public Health] 2026 Jun 26; Vol. 14, pp. 1859078. Date of Electronic Publication: 2026 Jun 26 (Print Publication: 2026).
Publication Type: Journal Article; Comparative Study
Journal Info: Publisher: Frontiers Editorial Office Country of Publication: Switzerland NLM ID: 101616579 Publication Model: eCollection Cited Medium: Internet ISSN: 2296-2565 (Electronic) Linking ISSN: 22962565 NLM ISO Abbreviation: Front Public Health Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Information quality, readability, and empathy of AI-generated public mental health information: a comparative evaluation of eight large language models.
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  Data: <searchLink fieldCode="AU" term="%22Wang+Q%22">Wang Q</searchLink>; Xihua University, Chengdu, Sichuan, China.; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China.<br /><searchLink fieldCode="AU" term="%22Ma+S%22">Ma S</searchLink>; Department of Psychiatry, Xijing Hospital, Fourth Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Sun+J%22">Sun J</searchLink>; Xihua University, Chengdu, Sichuan, China.<br /><searchLink fieldCode="AU" term="%22Qi+X%22">Qi X</searchLink>; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China.<br /><searchLink fieldCode="AU" term="%22Zhao+J%22">Zhao J</searchLink>; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China.<br /><searchLink fieldCode="AU" term="%22Ma+D%22">Ma D</searchLink>; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China.<br /><searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Xi'an Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22An+Q%22">An Q</searchLink>; Department of Biomedical Engineering, Fourth Military Medical University, Xi'an, Shaanxi, China.<br /><searchLink fieldCode="AU" term="%22Zhao+D%22">Zhao D</searchLink>; Department of Psychiatry, Gansu Provincial People's Hospital, The First Clinical College of Gansu University of Chinese Medicine, Lanzhou, Gansu, China.<br /><searchLink fieldCode="AU" term="%22He+S%22">He S</searchLink>; Xihua University, Chengdu, Sichuan, China.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Frontiers+Editorial+Office%22">Frontiers Editorial Office </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>101616579 <i>Publication Model: </i>eCollection <i>Cited Medium: </i>Internet <i>ISSN: </i>2296-2565 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2222962565%22">22962565 </searchLink><i>NLM ISO Abbreviation: </i>Front Public Health <i>Subsets: </i>MEDLINE
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        Text: English
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              Text: 2026 Jun 26
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