Multidimensional inpatient risk profiles

1. Nursing assessment data predicts multidimensional inpatient risk profiles in humans (Five ordered risk profiles).

   “Five ordered profiles were identified (1: low-risk, 2: low-risk clinical-burden, 3: moderate-risk, 4: high-risk, 5: very-high-risk).”

   Humansdevelopment cohort of inpatient episodesn = 2,666

   Nursing Assessment–Derived Risk Profiles and VALENF Instrument–Based Classification in Adult Inpatients: A Two-Stage Machine Learning Study

   Research Square·6 Oct 2026Preprint

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