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Author

M. Hobensack

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Review Open access Sep 2026

Development and validation of a prior-to-admission medication list risk scoring tool.

PURPOSE To develop, validate, and implement an admission predictive model that estimates the likelihood and expected number of changes to the prior-to-admission (PTA) medication list, to help triage pharmacy-led medication histories. METHODS We performed a retrospective study of adult admissions at a large academic m...

S. Nelson, M. Hobensack, L. Fleenor et al. · 0 citations
Review Open access Feb 2026

When documentation follows the patient: Unprofessional language and behavioral health referrals in substance use disorder — a retrospective cohort study using LLM-augmented natural language processing

Objective Substance use disorders (SUDs) are a major public health challenge, and stigma remains a key barrier to care. Unprofessional or stigmatizing language can shape clinician perceptions and affect decision-making. Traditional natural language processing (NLP) often misses context-dependent bias, while large langu...

Jiyoun Song, Sue Hyon Kim, Yoon-Jae Lee et al. · 0 citations

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