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
Database: MEDLINE Ultimate
Description
ISSN:1879-0046
DOI:10.1016/j.drugalcdep.2026.113080