The evidence behind the guides

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Browse by topic or search for a study, author or question. Open evidence notes to see what a source can—and cannot—tell us.

TopicCollection

Sources for Dermatology skin-tone bias

1 source

Guide citations are still under editorial review.

Daneshjou and colleagues · Science Advances 2022 Dataset and model evaluation

Disparities in dermatology AI performance on a diverse, curated clinical image set (original source, new tab)

Biopsy-confirmed diverse images exposed performance gaps; fine-tuning on diverse data improved tested models. Does not describe all current products.

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