Impact of artificial intelligence on pathologists’ decisions: an experiment

Abstract Objective The accuracy of artificial intelligence (AI) in medicine and in pathology in particular has made major progress but little is known on how much these algorithms will influence pathologists’ decisions in practice. The objective of this paper is to determine the reliance of patholog...

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Veröffentlicht in:Journal of the American Medical Informatics Association : JAMIA 2022-09, Vol.29 (10), p.1688-1695
Hauptverfasser: Meyer, Julien, Khademi, April, Têtu, Bernard, Han, Wencui, Nippak, Pria, Remisch, David
Format: Artikel
Sprache:eng
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Zusammenfassung:Abstract Objective The accuracy of artificial intelligence (AI) in medicine and in pathology in particular has made major progress but little is known on how much these algorithms will influence pathologists’ decisions in practice. The objective of this paper is to determine the reliance of pathologists on AI and to investigate whether providing information on AI impacts this reliance. Materials and Methods The experiment using an online survey design. Under 3 conditions, 116 pathologists and pathology students were tasked with assessing the Gleason grade for a series of 12 prostate biopsies: (1) without AI recommendations, (2) with AI recommendations, and (3) with AI recommendations accompanied by information about the algorithm itself, specifically algorithm accuracy rate and algorithm decision-making process. Results Participant responses were significantly more accurate with the AI decision aids than without (92% vs 87%, odds ratio 13.30, P 
ISSN:1067-5027
1527-974X
DOI:10.1093/jamia/ocac103