Natural language processing of patient in-session speech to predict brief motivational interviewing alcohol intervention response: an exploratory study.

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Title: Natural language processing of patient in-session speech to predict brief motivational interviewing alcohol intervention response: an exploratory study.
Authors: Elsayed M; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada., Belisario KL; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada., Blakely A; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada., Syan SK; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada., Levitt E; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.; Youth Wellness Centre, St. Joseph's Healthcare Hamilton, 38 James Street South, L8P 4W6, Hamilton, Canada., Garber M; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada., MacKillop E; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada., Balodis I; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada., Sweet LH; Department of Psychology, University of Georgia, 125 Baldwin St, 30602, Athens, GA, United States., MacKillop J; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.
Source: Alcohol and alcoholism (Oxford, Oxfordshire) [Alcohol Alcohol] 2026 May 13; Vol. 61 (4).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press Country of Publication: England NLM ID: 8310684 Publication Model: Print Cited Medium: Internet ISSN: 1464-3502 (Electronic) Linking ISSN: 07350414 NLM ISO Abbreviation: Alcohol Alcohol Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Elsayed+M%22">Elsayed M</searchLink>; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22Belisario+KL%22">Belisario KL</searchLink>; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22Blakely+A%22">Blakely A</searchLink>; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22Syan+SK%22">Syan SK</searchLink>; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22Levitt+E%22">Levitt E</searchLink>; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.; Youth Wellness Centre, St. Joseph's Healthcare Hamilton, 38 James Street South, L8P 4W6, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22Garber+M%22">Garber M</searchLink>; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22MacKillop+E%22">MacKillop E</searchLink>; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22Balodis+I%22">Balodis I</searchLink>; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.<br /><searchLink fieldCode="AU" term="%22Sweet+LH%22">Sweet LH</searchLink>; Department of Psychology, University of Georgia, 125 Baldwin St, 30602, Athens, GA, United States.<br /><searchLink fieldCode="AU" term="%22MacKillop+J%22">MacKillop J</searchLink>; Department of Psychiatry and Behavioural Neurosciences, McMaster University, 1280 Main Street West, Hamilton, Ontario, L8S 4L8, Canada.; Peter Boris Centre for Addictions Research, St. Joseph's Healthcare Hamilton, 100 West 5th Street, L9C 1G2, Hamilton, Canada.
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