Automated Triage of Screening Breast MRI Examinations in High-Risk Women Using an Ensemble Deep Learning Model.

Arka Bhowmik,Natasha Monga,Kristin Belen,Keitha Varela,Varadan Sevilimedu,Sunitha B Thakur,Danny F Martinez,Elizabeth J Sutton,Katja Pinker,Sarah Eskreis-Winkler

Investigative radiology（2023）

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摘要

Our automated DL model triages a subset of screening breast MRIs as "extremely low suspicion" without misclassifying any cancer cases. This tool may be used to reduce workload in standalone mode, to shunt low suspicion cases to designated radiologists or to the end of the workday, or to serve as base model for other downstream AI tools.

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关键词

screening breast mri examinations,learning,high-risk

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