Identifying the 'gray zone': Developing scalable methods to detect opioid misuse in veterans on long-term opioid therapy for pain.

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Title: Identifying the 'gray zone': Developing scalable methods to detect opioid misuse in veterans on long-term opioid therapy for pain.
Authors: Macleod C; Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA. Electronic address: macolin@med.umich.edu., Logue C; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA., Kumbier K; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA., Shaw MA; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA; Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA., Henneman J; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA., Kehne A; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA., Jarzebowski M; Department of Anesthesiology, Pain, and Perioperative Medicine, Henry Ford Health, Detroit, MI, USA., Powell VD; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA; Geriatric Research Education and Clinical Center, Department of Veterans Affairs Medical Center, Ann Arbor, MI, USA., Sussman J; Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA., Bohnert A; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA; Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA., Lagisetty P; Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA.
Source: Drug and alcohol dependence [Drug Alcohol Depend] 2026 Apr 01; Vol. 281, pp. 113080. Date of Electronic Publication: 2026 Feb 12.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Ireland NLM ID: 7513587 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1879-0046 (Electronic) Linking ISSN: 03768716 NLM ISO Abbreviation: Drug Alcohol Depend Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Macleod+C%22">Macleod C</searchLink>; Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA. Electronic address: macolin@med.umich.edu.<br /><searchLink fieldCode="AU" term="%22Logue+C%22">Logue C</searchLink>; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Kumbier+K%22">Kumbier K</searchLink>; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Shaw+MA%22">Shaw MA</searchLink>; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA; Department of Anesthesiology, University of Michigan, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Henneman+J%22">Henneman J</searchLink>; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Kehne+A%22">Kehne A</searchLink>; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Jarzebowski+M%22">Jarzebowski M</searchLink>; Department of Anesthesiology, Pain, and Perioperative Medicine, Henry Ford Health, Detroit, MI, USA.<br /><searchLink fieldCode="AU" term="%22Powell+VD%22">Powell VD</searchLink>; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA; Geriatric Research Education and Clinical Center, Department of Veterans Affairs Medical Center, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Sussman+J%22">Sussman J</searchLink>; Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Bohnert+A%22">Bohnert A</searchLink>; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA; Department of Psychiatry, University of Michigan, Ann Arbor, MI, USA.<br /><searchLink fieldCode="AU" term="%22Lagisetty+P%22">Lagisetty P</searchLink>; Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA; Center for Clinical Management and Research, Ann Arbor VA Hospital, Ann Arbor, MI, USA.
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  Data: <searchLink fieldCode="JN" term="%227513587%22">Drug and alcohol dependence</searchLink> [Drug Alcohol Depend] 2026 Apr 01; Vol. 281, pp. 113080. <i>Date of Electronic Publication: </i>2026 Feb 12.
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              Text: 2026 Apr 01
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