The Role of XAI in Advice-Taking from a Clinical Decision Support System: A Comparative User Study of Feature Contribution-Based and Example-Based Explanations

The Role of XAI in Advice-Taking from a Clinical Decision Support System: A Comparative User Study of Feature Contribution-Based and Example-Based Explanations

Explainable artificial intelligence (XAI) has shown benefits in clinical decision support systems (CDSSs); however, it is still unclear to CDSS developers how to select an XAI method to optimize the advice-taking of healthcare practitioners. We performed a user study on healthcare practitioners base...

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Bibliographic Details
Main Authors: Yuhan Du, Anna Markella Antoniadi, Catherine McNestry, Fionnuala M. McAuliffe, Catherine Mooney
Format: Article
Language:English
Published: MDPI AG 2022-10-01
Series:Applied Sciences
Subjects:
artificial intelligence
explainable AI
XAI
machine learning
clinical decision support system
CDSS
Online Access:https://www.mdpi.com/2076-3417/12/20/10323

Internet

https://www.mdpi.com/2076-3417/12/20/10323

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