MRI-based patient selection for active surveillance in prostate cancer using U-Found: a generalized deep learning model.

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Title: MRI-based patient selection for active surveillance in prostate cancer using U-Found: a generalized deep learning model.
Authors: Lowry NC; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA., Breto AL; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA., Wallaengen V; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA., Algohary A; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA., Tapia-Stoll N; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA., Gaston SM; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Prakash NS; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA., Freitas PFS; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA., Kryvenko ON; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA.; Department of Pathology and Laboratory Medicine, University of Miami Miller School of Medicine, Miami, FL, USA., Castillo P; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA., Saltz J; Department of Biomedical Informatics, Stony Brook University, New York, NY, USA., Kurc T; Department of Biomedical Informatics, Stony Brook University, New York, NY, USA., Ritch CR; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Nahar B; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Gonzalgo ML; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Parekh DJ; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Mahal B; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Spieler BO; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Pra AD; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Abramowitz MC; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Pollack A; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Punnen S; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA., Stoyanova R; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA. rstoyanova@med.miami.edu.; Sylvester Comprehensive Cancer Center, University of Miami Miller School of Medicine, Miami, FL, USA. rstoyanova@med.miami.edu.
Source: Cancer imaging : the official publication of the International Cancer Imaging Society [Cancer Imaging] 2026 Jan 19; Vol. 26 (1), pp. 26. Date of Electronic Publication: 2026 Jan 19.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: England NLM ID: 101172931 Publication Model: Electronic Cited Medium: Internet ISSN: 1470-7330 (Electronic) Linking ISSN: 14707330 NLM ISO Abbreviation: Cancer Imaging Subsets: MEDLINE
Database: MEDLINE Ultimate
Description
ISSN:1470-7330
DOI:10.1186/s40644-026-00988-z