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Generalisability through local validation: overcoming barriers due to data disparity in healthcare

Cho et al. report deep learning model accuracy for tilted myopic disc detection in a South Korean population. Here we explore the importance of generalisability of machine learning (ML) in healthcare, and we emphasise that recurrent underrepresentation of data-poor regions may inadvertently perpetua...

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Dades bibliogràfiques
Publicat a:BMC Ophthalmol
Autors principals: Mitchell, William Greig, Dee, Edward Christopher, Celi, Leo Anthony
Format: Artigo
Idioma:Inglês
Publicat: BioMed Central 2021
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC8138973/
https://ncbi.nlm.nih.gov/pubmed/34020592
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1186/s12886-021-01992-6
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