Incorporating algorithmic uncertainty into a clinical machine deep learning algorithm for urgent head CTs.

Incorporating algorithmic uncertainty into a clinical machine deep learning algorithm for urgent head CTs.

Machine learning (ML) algorithms to detect critical findings on head CTs may expedite patient management. Most ML algorithms for diagnostic imaging analysis utilize dichotomous classifications to determine whether a specific abnormality is present. However, imaging findings may be indeterminate, and...

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Bibliographic Details
Main Authors: Byung C Yoon, Stuart R Pomerantz, Nathaniel D Mercaldo, Swati Goyal, Eric M L'Italien, Michael H Lev, Karen A Buch, Bradley R Buchbinder, John W Chen, John Conklin, Rajiv Gupta, George J Hunter, Shahmir C Kamalian, Hillary R Kelly, Otto Rapalino, Sandra P Rincon, Javier M Romero, Julian He, Pamela W Schaefer, Synho Do, Ramon Gilberto González
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2023-01-01
Series:PLoS ONE
Online Access:https://doi.org/10.1371/journal.pone.0281900

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