Healthcare Process Modeling to Phenotype Clinician Behaviors for Exploiting the Signal Gain of Clinical Expertise (HPM-ExpertSignals): Development and evaluation of a conceptual framework.
Sarah Collins RossettiChris KnaplundDavid J AlbersPatricia C DykesMin Jeoung KangTom Z KorachLi ZhouKumiko SchnockJose GarciaJessica M SchwartzLi-Heng FuJeffrey G KlannGraham LowenthalKenrick CatoPublished in: Journal of the American Medical Informatics Association : JAMIA (2021)
We propose this framework as an approach to embed clinicians' knowledge-driven behaviors in predictions and inferences to facilitate capture of healthcare processes that are activated independently, and sometimes well before, physiological changes are apparent.