2025
A deep learning analysis for dual healthcare system users and risk of opioid use disorder
Yin Y, Workman E, Ma P, Cheng Y, Shao Y, Goulet J, Sandbrink F, Brandt C, Spevak C, Kean J, Becker W, Libin A, Shara N, Sheriff H, Butler J, Agrawal R, Kupersmith J, Zeng-Trietler Q. A deep learning analysis for dual healthcare system users and risk of opioid use disorder. Scientific Reports 2025, 15: 3648. PMID: 39881142, PMCID: PMC11779826, DOI: 10.1038/s41598-024-77602-4.Peer-Reviewed Original ResearchConceptsRisk of opioid use disorderOpioid use disorderDeep neural networksUse disorderClinical factorsIncreased risk of opioid use disorderOpioid use disorder riskOpioid prescribing guidelinesNatural language processing of clinical notesDeep neural network modelU.S. veteransSubstance useOpioid useNatural language processingRetrospective studyBaltimore VA Medical CenterVA Medical CenterIncreased riskPrescribing guidelinesDrug useRisk factorsOpioidMedical CenterVeteransVeterans Health Administration
2023
Relationship Between Pain and LGBT Status Among Veterans in Care in a Retrospective Cross-Sectional Cohort
Gordon K, Buta E, Pratt-Chapman M, Brandt C, Gueorguieva R, Warren A, Workman T, Zeng-Treitler Q, Goulet J. Relationship Between Pain and LGBT Status Among Veterans in Care in a Retrospective Cross-Sectional Cohort. Journal Of Pain Research 2023, 16: 4037-4047. PMID: 38054108, PMCID: PMC10695019, DOI: 10.2147/jpr.s432967.Peer-Reviewed Original ResearchRetrospective cross-sectional cohortCross-sectional cohortPersistent painSelf-reported pain scoresVeterans Health AdministrationRobust Poisson modelsCorporate Data WarehouseLGBT veteransPain screeningPain scoresClinic visitsPain assessmentPainAdjusted modelHealth AdministrationGreater painMental healthSubstance useCohortYear of entryBlack veteransHealthcare systemVeteransSignificant differencesAdministrative data
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