Training, Validating, and Testing Machine Learning Prediction Models for Endometrial Cancer Recurrence

Prediction models of EC recurrence built with ML and DL analytics had better performance than models with clinical and pathologic data alone. Prospective validation is required to determine clinical utility.

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Institutions

Publication Details

Journal
JCO Precision Oncology
Published
2025-05-01
DOI
https://doi.org/10.1200/po-24-00859
Citations
2
Primary Topic
Endometrial and Cervical Cancer Treatments
Type
article
Field-Weighted Citation Impact
4.11
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article

Training, Validating, and Testing Machine Learning Prediction Models for Endometrial Cancer Recurrence

Michael J. Cavnar, Andrew Polio, Vincent Wagner, Stephen B. Edge et al.
2 citations
JCO Precision Oncology
Endometrial and Cervical Cancer Treatments
4.11
article

Training, Validating, and Testing Machine Learning Prediction Models for Endometrial Cancer Recurrence

Michael J. Cavnar, Andrew Polio, Vincent Wagner, Stephen B. Edge, Jesús González Bosquet, Ahmad A. Tarhini, Christopher M. Tarney, Bradley R. Corr, Erin George, Aliza Leiser, Michelle L. Churchman, Robert Dood, Casey Cosgrove, Bodour Salhia, Lauren Dockery, Kathleen M. Darcy, Lisa M. Landrum, Marilyn Huang, Rob J. Rounbehler
article en
2 citations

Abstract

Prediction models of EC recurrence built with ML and DL analytics had better performance than models with clinical and pathologic data alone. Prospective validation is required to determine clinical utility.

JCO Precision OncologyVol. 9(9)
Rutgers, The State University of New Jersey (US), University of Southern California (US), Gynecologic Oncology Group (US), University of Iowa (US), Roswell Park Comprehensive Cancer Center (US), University of Kentucky (US), Uniformed Services University of the Health Sciences (US), Oklahoma City University (US), Walter Reed National Military Medical Center (US), Huntsman Cancer Institute (US), Moffitt Cancer Center (US), University of Virginia (US), University of Colorado Anschutz Medical Campus (US), The Ohio State University (US), Indiana University – Purdue University Indianapolis (US), University of Oklahoma (US)
Good health and well-being
Openalex Percentile: Top 8%
Endometrial and Cervical Cancer Treatments
4.11
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