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. |
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| 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 |
| FullText | Text: Availability: 0 |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41555464 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: MRI-based patient selection for active surveillance in prostate cancer using U-Found: a generalized deep learning model. – Name: Author Label: Authors Group: Au 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. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101172931%22">Cancer imaging : the official publication of the International Cancer Imaging Society</searchLink> [Cancer Imaging] 2026 Jan 19; Vol. 26 (1), pp. 26. <i>Date of Electronic Publication: </i>2026 Jan 19. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101172931 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1470-7330 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2214707330%22">14707330 </searchLink><i>NLM ISO Abbreviation: </i>Cancer Imaging <i>Subsets: </i>MEDLINE |
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| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1186/s40644-026-00988-z Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 26 Titles: – TitleFull: MRI-based patient selection for active surveillance in prostate cancer using U-Found: a generalized deep learning model. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Lowry NC – PersonEntity: Name: NameFull: Breto AL – PersonEntity: Name: NameFull: Wallaengen V – PersonEntity: Name: NameFull: Algohary A – PersonEntity: Name: NameFull: Tapia-Stoll N – PersonEntity: Name: NameFull: Gaston SM – PersonEntity: Name: NameFull: Prakash NS – PersonEntity: Name: NameFull: Freitas PFS – PersonEntity: Name: NameFull: Kryvenko ON – PersonEntity: Name: NameFull: Castillo P – PersonEntity: Name: NameFull: Saltz J – PersonEntity: Name: NameFull: Kurc T – PersonEntity: Name: NameFull: Ritch CR – PersonEntity: Name: NameFull: Nahar B – PersonEntity: Name: NameFull: Gonzalgo ML – PersonEntity: Name: NameFull: Parekh DJ – PersonEntity: Name: NameFull: Mahal B – PersonEntity: Name: NameFull: Spieler BO – PersonEntity: Name: NameFull: Pra AD – PersonEntity: Name: NameFull: Abramowitz MC – PersonEntity: Name: NameFull: Pollack A – PersonEntity: Name: NameFull: Punnen S – PersonEntity: Name: NameFull: Stoyanova R IsPartOfRelationships: – BibEntity: Dates: – D: 19 M: 01 Text: 2026 Jan 19 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 1470-7330 Numbering: – Type: volume Value: 26 – Type: issue Value: 1 Titles: – TitleFull: Cancer imaging : the official publication of the International Cancer Imaging Society Type: main |
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