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Considering the missing science of retraining and maintenance in medical artificial intelligence, using ophthalmology as an exemplar

Abstract Considerations around model retraining are standard practice in industry and non-healthcare sectors; however, this is much less well explored in medical artificial intelligence (AI). The problem is not only that models often fail to generalise, but that academia in particular does not have...

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Bibliografiske detaljer
Principais autores: Ariel Yuhan Ong, Robbert R. Struyven, Alastair K. Denniston, David A. Merle, Justin Engelmann, Hyunmin Kim, Yukun Zhou, Pearse A. Keane, Ines Lains
Format: Artigo
Sprog:Inglês
Udgivet: Nature Portfolio 2026-02-01
Serier:npj Digital Medicine
Online adgang:https://doi.org/10.1038/s41746-026-02463-2
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