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Development and Validation of a Multimodal-Multitask Deep Learning Approach for Estimating Late Distant Recurrence Risk in HR-Positive Early Breast Cancer.

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Title: Development and Validation of a Multimodal-Multitask Deep Learning Approach for Estimating Late Distant Recurrence Risk in HR-Positive Early Breast Cancer.
Authors: Mamounas EP; Orlando Health Cancer Institute Orlando, Florida United States., Chen M; Caris Life Sciences (United States) Phoenix, AZ United States., Sparano JA; Icahn School of Medicine at Mount Sinai New York, NY United States., Rahman MA; Caris Life Sciences (United States) Phoenix, AZ United States., Cheng Y; Caris Life Sciences (United States) Phoenix, AZ United States., Wang V; Dana-Farber Cancer Institute United States., Gray RJ; Dana-Farber Cancer Institute Boston, MA United States., Rastogi P; University of Pittsburgh Pittsburgh, PA United States., Amidi E; Caris Life Sciences (United States) Phoenix, AZ United States., Geyer CE; University of Pittsburgh Pittsburgh, PA United States., Boucher T; Caris Life Sciences (United States) Phoenix, AZ United States., Freeman TJ; NSABP Foundation/NRG Oncology; University of Pittsburgh Pittsburgh, PA United States., Ramzanpour M; Caris Life Sciences (United States) Phoenix, AZ United States., Varma M; Caris Life Sciences (United States) Phoenix, AZ United States., Ghani H; Caris Life Sciences (United States) Phoenix, AZ United States., Cheng C; Caris Life Sciences (United States) Phoenix, AZ United States., Bales C; Caris Life Sciences (United States) Phoenix, AZ United States., Ribeiro JR; Caris Life Sciences (United States) Phoenix, AZ United States., Bandos H; NSABP Foundation United States., Stransky N; Flagship Pioneering Cambridge, MA United States., Miglarese MR; Caris Life Sciences (United States) Phoenix, AZ United States., Oberley M; Caris Life Sciences (United States) Phoenix, AZ United States., Spetzler D; Caris Life Sciences (United States) Tempe, Az United States., Radovich M; Caris Life Sciences (United States) Irving, TX United States., Sledge GW; Caris Life Sciences (United States) Palo Alto, CA United States., Wolmark N; NSABP Foundation, and UPMC Hillman Cancer Center Pittsburgh, PA United States.
Source: Cancer research communications [Cancer Res Commun] 2026 Jul 17. Date of Electronic Publication: 2026 Jul 17.
Publication Type: Journal Article
Journal Info: Publisher: American Association for Cancer Research Country of Publication: United States NLM ID: 9918281580506676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2767-9764 (Electronic) Linking ISSN: 27679764 NLM ISO Abbreviation: Cancer Res Commun Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Development and Validation of a Multimodal-Multitask Deep Learning Approach for Estimating Late Distant Recurrence Risk in HR-Positive Early Breast Cancer.
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  Data: <searchLink fieldCode="AU" term="%22Mamounas+EP%22">Mamounas EP</searchLink>; Orlando Health Cancer Institute Orlando, Florida United States.<br /><searchLink fieldCode="AU" term="%22Chen+M%22">Chen M</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Sparano+JA%22">Sparano JA</searchLink>; Icahn School of Medicine at Mount Sinai New York, NY United States.<br /><searchLink fieldCode="AU" term="%22Rahman+MA%22">Rahman MA</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Cheng+Y%22">Cheng Y</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Wang+V%22">Wang V</searchLink>; Dana-Farber Cancer Institute United States.<br /><searchLink fieldCode="AU" term="%22Gray+RJ%22">Gray RJ</searchLink>; Dana-Farber Cancer Institute Boston, MA United States.<br /><searchLink fieldCode="AU" term="%22Rastogi+P%22">Rastogi P</searchLink>; University of Pittsburgh Pittsburgh, PA United States.<br /><searchLink fieldCode="AU" term="%22Amidi+E%22">Amidi E</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Geyer+CE%22">Geyer CE</searchLink>; University of Pittsburgh Pittsburgh, PA United States.<br /><searchLink fieldCode="AU" term="%22Boucher+T%22">Boucher T</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Freeman+TJ%22">Freeman TJ</searchLink>; NSABP Foundation/NRG Oncology; University of Pittsburgh Pittsburgh, PA United States.<br /><searchLink fieldCode="AU" term="%22Ramzanpour+M%22">Ramzanpour M</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Varma+M%22">Varma M</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Ghani+H%22">Ghani H</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Cheng+C%22">Cheng C</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Bales+C%22">Bales C</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Ribeiro+JR%22">Ribeiro JR</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Bandos+H%22">Bandos H</searchLink>; NSABP Foundation United States.<br /><searchLink fieldCode="AU" term="%22Stransky+N%22">Stransky N</searchLink>; Flagship Pioneering Cambridge, MA United States.<br /><searchLink fieldCode="AU" term="%22Miglarese+MR%22">Miglarese MR</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Oberley+M%22">Oberley M</searchLink>; Caris Life Sciences (United States) Phoenix, AZ United States.<br /><searchLink fieldCode="AU" term="%22Spetzler+D%22">Spetzler D</searchLink>; Caris Life Sciences (United States) Tempe, Az United States.<br /><searchLink fieldCode="AU" term="%22Radovich+M%22">Radovich M</searchLink>; Caris Life Sciences (United States) Irving, TX United States.<br /><searchLink fieldCode="AU" term="%22Sledge+GW%22">Sledge GW</searchLink>; Caris Life Sciences (United States) Palo Alto, CA United States.<br /><searchLink fieldCode="AU" term="%22Wolmark+N%22">Wolmark N</searchLink>; NSABP Foundation, and UPMC Hillman Cancer Center Pittsburgh, PA United States.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22American+Association+for+Cancer+Research%22">American Association for Cancer Research </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9918281580506676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2767-9764 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2227679764%22">27679764 </searchLink><i>NLM ISO Abbreviation: </i>Cancer Res Commun <i>Subsets: </i>MEDLINE
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        Value: 10.1158/2767-9764.CRC-26-0362
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      – Code: eng
        Text: English
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      – TitleFull: Development and Validation of a Multimodal-Multitask Deep Learning Approach for Estimating Late Distant Recurrence Risk in HR-Positive Early Breast Cancer.
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              Text: 2026 Jul 17
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