Clinical decision making: Evolving from the hypothetico‐deductive model to knowledge‐enhanced machine learning
Han Yuan
Abstract
Knowledge-enhanced machine learning can be conceptualized as a fusion of clinical knowledge and domain expertise extracted from traditional clinical decision making methods alongside powerful machine learning architectures. Knowledge-enhanced machine learning significantly improves current machine learning methods in terms of interpretability, generalizability, accuracy, and equity.
Topics & Concepts
Computer scienceArtificial intelligenceMachine learningMachine Learning in HealthcareElectronic Health Records SystemsBiomedical Text Mining and Ontologies