Association of Clinician Diagnostic Performance With Machine Learning–Based Decision Support Systems

B. Vasey,S. Ursprung,Benjamin Beddoe,E. Taylor,N. Marlow,N. Bilbro,P. Watkinson,P. McCulloch

Published 2021 in JAMA Network Open

ABSTRACT

Key Points Question Is clinician diagnostic performance associated with the use of machine learning–based clinical decision support systems? Findings In this systematic review of 37 studies, no robust evidence was found to suggest an association between the use of machine learning–based clinical algorithms to support rather than replace human decision-making and improved clinician diagnostic performance. Meaning Caution should be observed when estimating the current ability of machine learning algorithms to affect patient care, and emphasis on the evaluation of the human-computer interaction is needed.

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