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Structured Large Language Model Workflows for Motivational Interviewing in Health Behavior Change: Proof-of-Concept Study.

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Title: Structured Large Language Model Workflows for Motivational Interviewing in Health Behavior Change: Proof-of-Concept Study.
Authors: Shenoi A; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland., Li T; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900., Jabir AI; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900., Pitkethly A; School of Applied Sciences, Edinburgh Napier University, Edinburgh, Scotland, United Kingdom., Fleisch E; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.; Centre for Digital Health Interventions, Institute of Technology Management, University of St. Gallen, St. Gallen, Switzerland., Kowatsch T; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.; Institute for Implementation Science in Health Care, University of Zurich, Zurich, Switzerland.; School of Medicine, University of St. Gallen, St. Gallen, Switzerland., Mair JL; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.
Source: JMIR formative research [JMIR Form Res] 2026 Jul 06; Vol. 10, pp. e94036. Date of Electronic Publication: 2026 Jul 06.
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
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  Data: Structured Large Language Model Workflows for Motivational Interviewing in Health Behavior Change: Proof-of-Concept Study.
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  Data: <searchLink fieldCode="AU" term="%22Shenoi+A%22">Shenoi A</searchLink>; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.<br /><searchLink fieldCode="AU" term="%22Li+T%22">Li T</searchLink>; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.<br /><searchLink fieldCode="AU" term="%22Jabir+AI%22">Jabir AI</searchLink>; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.<br /><searchLink fieldCode="AU" term="%22Pitkethly+A%22">Pitkethly A</searchLink>; School of Applied Sciences, Edinburgh Napier University, Edinburgh, Scotland, United Kingdom.<br /><searchLink fieldCode="AU" term="%22Fleisch+E%22">Fleisch E</searchLink>; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.; Centre for Digital Health Interventions, Institute of Technology Management, University of St. Gallen, St. Gallen, Switzerland.<br /><searchLink fieldCode="AU" term="%22Kowatsch+T%22">Kowatsch T</searchLink>; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.; Institute for Implementation Science in Health Care, University of Zurich, Zurich, Switzerland.; School of Medicine, University of St. Gallen, St. Gallen, Switzerland.<br /><searchLink fieldCode="AU" term="%22Mair+JL%22">Mair JL</searchLink>; Future Health Technologies Programme, Singapore-ETH Centre, Campus for Research Excellence and Technological Enterprise (CREATE), 1 Create Way, 138602, Singapore, +65 6684 2900.; Centre for Digital Health Interventions, Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.
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