A scalable federated learning solution for secondary care using low-cost microcomputing: privacy-preserving development and evaluation of a COVID-19 screening test in UK hospitals

<p><b>Background</b></p> Multicentre training could reduce biases in medical artificial intelligence (AI); however, ethical, legal, and technical considerations can constrain the ability of hospitals to share data. Federated learning enables institutions to participate in alg...

Mô tả đầy đủ

Chi tiết về thư mục
Những tác giả chính: Soltan, AS, Thakur, A, Yang, J, Chauhan, A, D'Cruz, LG, Dickson, P, Soltan, MA, Thickett, DR, Eyre, DW, Zhu, T, Clifton, DA
Định dạng: Journal article
Ngôn ngữ:English
Được phát hành: Elsevier 2024