Automated classification of exposure and encourage events in speech data from pediatric OCD treatment.

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Title: Automated classification of exposure and encourage events in speech data from pediatric OCD treatment.
Authors: Lossio-Ventura JA; Machine Learning Core, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States., Frank S; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States., Ringlein G; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States., Bonson K; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States., Olszko A; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States., Knobel A; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States., Pine DS; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States., Freeman JB; Psychiatry and Human Behavior, Warren Alpert Medical School, Brown University, East Providence, RI 02915, United States., Benito K; Psychiatry and Human Behavior, Warren Alpert Medical School, Brown University, East Providence, RI 02915, United States., Jangraw DC; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States., Pereira F; Machine Learning Core, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.
Source: JAMIA open [JAMIA Open] 2025 Dec 09; Vol. 8 (6), pp. ooaf127. Date of Electronic Publication: 2025 Dec 09 (Print Publication: 2025).
Publication Type: Journal Article
Journal Info: Publisher: Oxford University Press on behalf of the American Medical Informatics Association Country of Publication: United States NLM ID: 101730643 Publication Model: eCollection Cited Medium: Internet ISSN: 2574-2531 (Electronic) Linking ISSN: 25742531 NLM ISO Abbreviation: JAMIA Open Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: Automated classification of exposure and encourage events in speech data from pediatric OCD treatment.
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  Data: <searchLink fieldCode="AU" term="%22Lossio-Ventura+JA%22">Lossio-Ventura JA</searchLink>; Machine Learning Core, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.<br /><searchLink fieldCode="AU" term="%22Frank+S%22">Frank S</searchLink>; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.<br /><searchLink fieldCode="AU" term="%22Ringlein+G%22">Ringlein G</searchLink>; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.<br /><searchLink fieldCode="AU" term="%22Bonson+K%22">Bonson K</searchLink>; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States.<br /><searchLink fieldCode="AU" term="%22Olszko+A%22">Olszko A</searchLink>; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States.<br /><searchLink fieldCode="AU" term="%22Knobel+A%22">Knobel A</searchLink>; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States.<br /><searchLink fieldCode="AU" term="%22Pine+DS%22">Pine DS</searchLink>; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.<br /><searchLink fieldCode="AU" term="%22Freeman+JB%22">Freeman JB</searchLink>; Psychiatry and Human Behavior, Warren Alpert Medical School, Brown University, East Providence, RI 02915, United States.<br /><searchLink fieldCode="AU" term="%22Benito+K%22">Benito K</searchLink>; Psychiatry and Human Behavior, Warren Alpert Medical School, Brown University, East Providence, RI 02915, United States.<br /><searchLink fieldCode="AU" term="%22Jangraw+DC%22">Jangraw DC</searchLink>; Emotion and Development Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.; Department of Electrical and Biomedical Engineering, University of Vermont, Burlington, VT 05405, United States.<br /><searchLink fieldCode="AU" term="%22Pereira+F%22">Pereira F</searchLink>; Machine Learning Core, National Institute of Mental Health, National Institutes of Health, Bethesda, MD 20892, United States.
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  Data: <searchLink fieldCode="JN" term="%22101730643%22">JAMIA open</searchLink> [JAMIA Open] 2025 Dec 09; Vol. 8 (6), pp. ooaf127. <i>Date of Electronic Publication: </i>2025 Dec 09 (<i>Print Publication: </i>2025).
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