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
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  Data: MRI-based patient selection for active surveillance in prostate cancer using U-Found: a generalized deep learning model.
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  Data: <searchLink fieldCode="AU" term="%22Lowry+NC%22">Lowry NC</searchLink>; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.<br /><searchLink fieldCode="AU" term="%22Breto+AL%22">Breto AL</searchLink>; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.<br /><searchLink fieldCode="AU" term="%22Wallaengen+V%22">Wallaengen V</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Algohary+A%22">Algohary A</searchLink>; Department of Radiation Oncology, University of Miami Miller School of Medicine, 1475 NW 12th St, Miami, FL, 33136, USA.<br /><searchLink fieldCode="AU" term="%22Tapia-Stoll+N%22">Tapia-Stoll N</searchLink>; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Gaston+SM%22">Gaston SM</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Prakash+NS%22">Prakash NS</searchLink>; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Freitas+PFS%22">Freitas PFS</searchLink>; Desai Sethi Urology Institute, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Kryvenko+ON%22">Kryvenko ON</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Castillo+P%22">Castillo P</searchLink>; Department of Radiology, University of Miami Miller School of Medicine, Miami, FL, USA.<br /><searchLink fieldCode="AU" term="%22Saltz+J%22">Saltz J</searchLink>; Department of Biomedical Informatics, Stony Brook University, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Kurc+T%22">Kurc T</searchLink>; Department of Biomedical Informatics, Stony Brook University, New York, NY, USA.<br /><searchLink fieldCode="AU" term="%22Ritch+CR%22">Ritch CR</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Nahar+B%22">Nahar B</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Gonzalgo+ML%22">Gonzalgo ML</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Parekh+DJ%22">Parekh DJ</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Mahal+B%22">Mahal B</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Spieler+BO%22">Spieler BO</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Pra+AD%22">Pra AD</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Abramowitz+MC%22">Abramowitz MC</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Pollack+A%22">Pollack A</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Punnen+S%22">Punnen S</searchLink>; 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.<br /><searchLink fieldCode="AU" term="%22Stoyanova+R%22">Stoyanova R</searchLink>; 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.
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