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Clinical decision making: Evolving from the hypothetico‐deductive model to knowledge‐enhanced machine learning

Han Yuan

2024Medicine Advances13 citationsDOIOpen Access PDF

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
Clinical decision making: Evolving from the hypothetico‐deductive model to knowledge‐enhanced machine learning | Litcius