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Evaluating and addressing demographic disparities in medical large language models: a systematic rev...

Evaluating and addressing demographic disparities in medical large language models: a systematic rev...

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_17ee901d1b7341ea972cba71d065aa9f

Evaluating and addressing demographic disparities in medical large language models: a systematic review

About this item

Full title

Evaluating and addressing demographic disparities in medical large language models: a systematic review

Publisher

England: BioMed Central Ltd

Journal title

International journal for equity in health, 2025-02, Vol.24 (1), p.57-10, Article 57

Language

English

Formats

Publication information

Publisher

England: BioMed Central Ltd

More information

Scope and Contents

Contents

Large language models are increasingly evaluated for use in healthcare. However, concerns about their impact on disparities persist. This study reviews current research on demographic biases in large language models to identify prevalent bias types, assess measurement methods, and evaluate mitigation strategies.
We conducted a systematic review,...

Alternative Titles

Full title

Evaluating and addressing demographic disparities in medical large language models: a systematic review

Identifiers

Primary Identifiers

Record Identifier

TN_cdi_doaj_primary_oai_doaj_org_article_17ee901d1b7341ea972cba71d065aa9f

Permalink

https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_doaj_primary_oai_doaj_org_article_17ee901d1b7341ea972cba71d065aa9f

Other Identifiers

ISSN

1475-9276

E-ISSN

1475-9276

DOI

10.1186/s12939-025-02419-0

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