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Shortcut learning in medical AI hinders generalization: method for estimating AI model generalizatio...

Shortcut learning in medical AI hinders generalization: method for estimating AI model generalizatio...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_185bf36da61c42b38703f56516e21d80

Shortcut learning in medical AI hinders generalization: method for estimating AI model generalization without external data

About this item

Full title

Shortcut learning in medical AI hinders generalization: method for estimating AI model generalization without external data

Publisher

London: Nature Publishing Group UK

Journal title

NPJ digital medicine, 2024-05, Vol.7 (1), p.124-124, Article 124

Language

English

Formats

Publication information

Publisher

London: Nature Publishing Group UK

More information

Scope and Contents

Contents

Healthcare datasets are becoming larger and more complex, necessitating the development of accurate and generalizable AI models for medical applications. Unstructured datasets, including medical imaging, electrocardiograms, and natural language data, are gaining attention with advancements in deep convolutional neural networks and large language mo...

Alternative Titles

Full title

Shortcut learning in medical AI hinders generalization: method for estimating AI model generalization without external data

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_185bf36da61c42b38703f56516e21d80

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_185bf36da61c42b38703f56516e21d80

Other Identifiers

ISSN

2398-6352

E-ISSN

2398-6352

DOI

10.1038/s41746-024-01118-4

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