Estimating diagnostic uncertainty in artificial intelligence assisted pathology using conformal prediction

oleh: Henrik Olsson, Kimmo Kartasalo, Nita Mulliqi, Marco Capuccini, Pekka Ruusuvuori, Hemamali Samaratunga, Brett Delahunt, Cecilia Lindskog, Emiel A. M. Janssen, Anders Blilie, ISUP Prostate Imagebase Expert Panel, Lars Egevad, Ola Spjuth, Martin Eklund

Format: Article
Diterbitkan: Nature Portfolio 2022-12-01

Deskripsi

Artificial intelligence prediction accuracy can be reduced with new data. Here, the authors utilise conformal prediction to reduce incorrect predictions in histopathological analysis of prostate cancer biopsies.