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Identifying clinician-reported medication "Failure modes" in the nursing home setting that are amenable to active monitoring.

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Title: Identifying clinician-reported medication "Failure modes" in the nursing home setting that are amenable to active monitoring.
Authors: Li C; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: chenyu.li@pitt.edu., Kravchenko O; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: kravchen@pitt.edu., Chou E; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: echou53@gmail.com., Handler SM; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Aging Institute, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. Electronic address: handlersm@upmc.edu., Hume NE; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: NEH38@pitt.edu., Romagnoli K; Department of Translational Data Science and Informatics, Geisinger Medical Center, Danville, PA, USA. Electronic address: katrina413@gmail.com., Karp JF; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Aging Institute, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. Electronic address: karpjf@arizona.edu., Landsittel DP; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: dlandsi@iu.edu., Kane-Gill SL; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA. Electronic address: Kane-Gill@pitt.edu., Gray MP; Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA. Electronic address: MPG30@pitt.edu., Albert S; Department of Behavioral and Community Health Science, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA. Electronic address: smalbert@pitt.edu., Castle NG; Department of Health Policy and Management, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA. Electronic address: castlen@pitt.edu., Reynolds CF 3rd; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Aging Institute, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. Electronic address: cfreynoldsiii@gmail.com., Boyce RD; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: rdb20@pitt.edu.
Source: Research in social & administrative pharmacy : RSAP [Res Social Adm Pharm] 2026 Aug; Vol. 22 (8), pp. 836-842. Date of Electronic Publication: 2026 Apr 27.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: United States NLM ID: 101231974 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1934-8150 (Electronic) Linking ISSN: 15517411 NLM ISO Abbreviation: Res Social Adm Pharm Subsets: MEDLINE
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  Data: <searchLink fieldCode="AU" term="%22Li+C%22">Li C</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: chenyu.li@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Kravchenko+O%22">Kravchenko O</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: kravchen@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Chou+E%22">Chou E</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: echou53@gmail.com.<br /><searchLink fieldCode="AU" term="%22Handler+SM%22">Handler SM</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Aging Institute, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. Electronic address: handlersm@upmc.edu.<br /><searchLink fieldCode="AU" term="%22Hume+NE%22">Hume NE</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: NEH38@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Romagnoli+K%22">Romagnoli K</searchLink>; Department of Translational Data Science and Informatics, Geisinger Medical Center, Danville, PA, USA. Electronic address: katrina413@gmail.com.<br /><searchLink fieldCode="AU" term="%22Karp+JF%22">Karp JF</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Aging Institute, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. Electronic address: karpjf@arizona.edu.<br /><searchLink fieldCode="AU" term="%22Landsittel+DP%22">Landsittel DP</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: dlandsi@iu.edu.<br /><searchLink fieldCode="AU" term="%22Kane-Gill+SL%22">Kane-Gill SL</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA. Electronic address: Kane-Gill@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Gray+MP%22">Gray MP</searchLink>; Department of Pharmacy and Therapeutics, University of Pittsburgh School of Pharmacy, Pittsburgh, PA, USA. Electronic address: MPG30@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Albert+S%22">Albert S</searchLink>; Department of Behavioral and Community Health Science, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA. Electronic address: smalbert@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Castle+NG%22">Castle NG</searchLink>; Department of Health Policy and Management, University of Pittsburgh Graduate School of Public Health, Pittsburgh, PA, USA. Electronic address: castlen@pitt.edu.<br /><searchLink fieldCode="AU" term="%22Reynolds+CF+3rd%22">Reynolds CF 3rd</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA; Aging Institute, University of Pittsburgh Medical Center, Pittsburgh, PA, USA. Electronic address: cfreynoldsiii@gmail.com.<br /><searchLink fieldCode="AU" term="%22Boyce+RD%22">Boyce RD</searchLink>; Department of Biomedical Informatics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA. Electronic address: rdb20@pitt.edu.
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