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The Role of XAI in Advice-Taking from a Clinical Decision Support System: A Comparative User Study o...

The Role of XAI in Advice-Taking from a Clinical Decision Support System: A Comparative User Study o...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_5412dc7fc43b466f9640b9d03576c719

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

About this item

Full title

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

Publisher

Basel: MDPI AG

Journal title

Applied sciences, 2022-10, Vol.12 (20), p.10323

Language

English

Formats

Publication information

Publisher

Basel: MDPI AG

More information

Scope and Contents

Contents

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 based on a machine learning-based CDSS for the predict...

Alternative Titles

Full title

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

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_5412dc7fc43b466f9640b9d03576c719

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_5412dc7fc43b466f9640b9d03576c719

Other Identifiers

ISSN

2076-3417

E-ISSN

2076-3417

DOI

10.3390/app122010323

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