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

Abstract 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 ma...

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Bibliographic Details
Main Authors: Mitchell, William G., Dee, Edward C., Celi, Leo Anthony G.
Other Authors: Massachusetts Institute of Technology. Institute for Medical Engineering & Science
Format: Article
Language:English
Published: BioMed Central 2021
Online Access:https://hdl.handle.net/1721.1/136795.2