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Fine-Tuning Large Language Models for Motivational Interviewing in Health Behavior Change: Development and Evaluation Study.

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Title: Fine-Tuning Large Language Models for Motivational Interviewing in Health Behavior Change: Development and Evaluation Study.
Authors: Hu R; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Yang Y; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Yang Y; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Kong J; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Luo J; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Yang W; Peking University China Center for Health Development Studies, School of Public Health, Peking University, Beijing, China., Chen J; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Liu J; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Zeng H; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222., Zhang L; Taomi AI4Health Lab, Beijing, China., Liu Z; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.
Source: JMIR formative research [JMIR Form Res] 2026 Jun 24; Vol. 10, pp. e89077. Date of Electronic Publication: 2026 Jun 24.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101726394 Publication Model: Electronic Cited Medium: Internet ISSN: 2561-326X (Electronic) Linking ISSN: 2561326X NLM ISO Abbreviation: JMIR Form Res Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Fine-Tuning Large Language Models for Motivational Interviewing in Health Behavior Change: Development and Evaluation Study.
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  Data: <searchLink fieldCode="AU" term="%22Hu+R%22">Hu R</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Yang+Y%22">Yang Y</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Yang+Y%22">Yang Y</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Kong+J%22">Kong J</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Luo+J%22">Luo J</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Yang+W%22">Yang W</searchLink>; Peking University China Center for Health Development Studies, School of Public Health, Peking University, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Chen+J%22">Chen J</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Liu+J%22">Liu J</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Zeng+H%22">Zeng H</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.<br /><searchLink fieldCode="AU" term="%22Zhang+L%22">Zhang L</searchLink>; Taomi AI4Health Lab, Beijing, China.<br /><searchLink fieldCode="AU" term="%22Liu+Z%22">Liu Z</searchLink>; Department of Maternal and Child Health, School of Public Health, Peking University, No. 38 Xueyuan Road, Haidian District, Beijing, 100191, China, 86 010-82801222.
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  Data: <searchLink fieldCode="JN" term="%22101726394%22">JMIR formative research</searchLink> [JMIR Form Res] 2026 Jun 24; Vol. 10, pp. e89077. <i>Date of Electronic Publication: </i>2026 Jun 24.
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              Text: 2026 Jun 24
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