Multitask deep learning model based on multimodal data for predicting prognosis of rectal cancer: a multicenter retrospective study

Abstract Background Prognostic prediction is crucial to guide individual treatment for patients with rectal cancer. We aimed to develop and validated a multitask deep learning model for predicting prognosis in rectal cancer patients. Methods This retrospective study enrolled 321 rectal cancer patien...

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Bibliographic Details

Published in:	BMC Medical Informatics and Decision Making
Main Authors:	Qiong Ma, Runqi Meng, Ruiting Li, Ling Dai, Fu Shen, Jie Yuan, Danqi Sun, Manman Li, Caixia Fu, Rong Li, Feng Feng, Yonggang Li, Tong Tong, Yajia Gu, Yiqun Sun, Dinggang Shen
Format:	Article
Language:	English
Published:	BMC 2025-06-01
Subjects:	Deep learning Rectal cancer Multimodal data Prognostic prediction
Online Access:	https://doi.org/10.1186/s12911-025-03050-3