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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Detalles Bibliográficos
Autores principales: Mitchell, William Greig, Dee, Edward Christopher, Celi, Leo Anthony
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Correspondence
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8138973/
https://www.ncbi.nlm.nih.gov/pubmed/34020592
http://dx.doi.org/10.1186/s12886-021-01992-6

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8138973/
https://www.ncbi.nlm.nih.gov/pubmed/34020592
http://dx.doi.org/10.1186/s12886-021-01992-6

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