Estimating diagnostic uncertainty in artificial intelligence assisted pathology using conformal prediction

Unreliable predictions can occur when an artificial intelligence (AI) system is presented with data it has not been exposed to during training. We demonstrate the use of conformal prediction to detect unreliable predictions, using histopathological diagnosis and grading of prostate biopsies as examp...

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Detalles Bibliográficos
Autores principales: Olsson, Henrik, Kartasalo, Kimmo, Mulliqi, Nita, Capuccini, Marco, Ruusuvuori, Pekka, Samaratunga, Hemamali, Delahunt, Brett, Lindskog, Cecilia, Janssen, Emiel A. M., Blilie, Anders, Egevad, Lars, Spjuth, Ola, Eklund, Martin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9755280/
https://www.ncbi.nlm.nih.gov/pubmed/36522311
http://dx.doi.org/10.1038/s41467-022-34945-8

Internet

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9755280/
https://www.ncbi.nlm.nih.gov/pubmed/36522311
http://dx.doi.org/10.1038/s41467-022-34945-8

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