Lesion detection in epilepsy surgery: Lessons from a prospective evaluation of a machine learning algorithm.

Aswin Chari,Sophie Adler,Konrad Wagstyl,Kiran Seunarine,M Zubair Tahir,Friederike Moeller,Rachel Thornton,Steward Boyd,Krishna Das,Gerald Cooray,Stuart Smith,Felice D'Arco,Torsten Baldeweg,Christin Eltze,J Helen Cross,Martin M Tisdall

Developmental medicine and child neurology（2023）

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摘要

We demonstrate early-stage prospective clinical validation of a machine learning lesion detection algorithm used to aid the identification of the SOZ in children undergoing SEEG. We share key lessons learnt from this evaluation and emphasize the importance of robust prospective evaluation before routine clinical adoption of such algorithms.

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关键词

epilepsy surgery,lesion detection,machine learning algorithm,machine learning

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