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...
Gespeichert in:
Veröffentlicht in: | Journal of the American Medical Informatics Association : JAMIA 2022-09, Vol.29 (10), p.1688-1695 |
---|---|
Hauptverfasser: | , , , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
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 |