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Interpretable Semi-federated Learning for Multimodal Cardiac Imaging and Risk Stratification: A Privacy-Preserving Framework.

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Title: Interpretable Semi-federated Learning for Multimodal Cardiac Imaging and Risk Stratification: A Privacy-Preserving Framework.
Authors: Liu X; Heart Center, Department of Cardiology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, Zhejiang, China., Li S; Multi-Scale Medical Robotics Centre, Ltd, The Chinese University of Hong Kong, Hong Kong, China., Zhu Q; Department of Nephrology, Hangzhou TCM Hospital Affiliated With Zhejiang Chinese Medical University, No. 453, Stadium Road, Xihu District, Hangzhou, 310007, Zhejiang Province, China., Xu S; Heart Center, Department of Geriatrics, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, Zhejiang, China., Jin Q; Heart Center, Department of Geriatrics, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, Zhejiang, China. jinqinyang@hmc.edu.cn.
Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2026 Jun; Vol. 39 (3), pp. 2641-2660. Date of Electronic Publication: 2025 Sep 05.
Publication Type: Journal Article
Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Interpretable Semi-federated Learning for Multimodal Cardiac Imaging and Risk Stratification: A Privacy-Preserving Framework.
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  Data: <searchLink fieldCode="AU" term="%22Liu+X%22">Liu X</searchLink>; Heart Center, Department of Cardiology, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, Zhejiang, China.<br /><searchLink fieldCode="AU" term="%22Li+S%22">Li S</searchLink>; Multi-Scale Medical Robotics Centre, Ltd, The Chinese University of Hong Kong, Hong Kong, China.<br /><searchLink fieldCode="AU" term="%22Zhu+Q%22">Zhu Q</searchLink>; Department of Nephrology, Hangzhou TCM Hospital Affiliated With Zhejiang Chinese Medical University, No. 453, Stadium Road, Xihu District, Hangzhou, 310007, Zhejiang Province, China.<br /><searchLink fieldCode="AU" term="%22Xu+S%22">Xu S</searchLink>; Heart Center, Department of Geriatrics, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, Zhejiang, China.<br /><searchLink fieldCode="AU" term="%22Jin+Q%22">Jin Q</searchLink>; Heart Center, Department of Geriatrics, Zhejiang Provincial People's Hospital (Affiliated People's Hospital), Hangzhou Medical College, Hangzhou, 310014, Zhejiang, China. jinqinyang@hmc.edu.cn.
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  Data: <searchLink fieldCode="JN" term="%229918663679206676%22">Journal of imaging informatics in medicine</searchLink> [J Imaging Inform Med] 2026 Jun; Vol. 39 (3), pp. 2641-2660. <i>Date of Electronic Publication: </i>2025 Sep 05.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer+Nature%22">Springer Nature </searchLink><i>Country of Publication: </i>Switzerland <i>NLM ID: </i>9918663679206676 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2948-2933 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2229482925%22">29482925 </searchLink><i>NLM ISO Abbreviation: </i>J Imaging Inform Med <i>Subsets: </i>MEDLINE
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RecordInfo BibRecord:
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        Value: 10.1007/s10278-025-01643-y
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      – Code: eng
        Text: English
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      – TitleFull: Interpretable Semi-federated Learning for Multimodal Cardiac Imaging and Risk Stratification: A Privacy-Preserving Framework.
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            NameFull: Liu X
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            NameFull: Li S
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            NameFull: Zhu Q
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            NameFull: Xu S
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            – D: 01
              M: 06
              Text: 2026 Jun
              Type: published
              Y: 2026
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            – TitleFull: Journal of imaging informatics in medicine
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