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Non-invasive hemoglobin estimation with outcome prediction via deep learning analysis of ECG-derived cardiac micro-dynamics.

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Title: Non-invasive hemoglobin estimation with outcome prediction via deep learning analysis of ECG-derived cardiac micro-dynamics.
Authors: Yang CC; Division of Cardiovascular Medicine, Taoyuan Armed Forces General Hospital, Taoyuan, 32551, Taiwan, ROC.; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.; School of Medicine, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC.; Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC., Lin CS; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lin C; Medical Technology Education Center, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Departments of Artificial Intelligence of Things, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.; College of Public Health, National Defense Medical University, Taipei, Taiwan, ROC., Liu WT; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lai ZY; School of Medicine, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC.; Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC., Chuang YJ; School of Medicine, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC. yjchuang@life.nthu.edu.tw.; Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC. yjchuang@life.nthu.edu.tw.
Source: Internal and emergency medicine [Intern Emerg Med] 2026 Mar; Vol. 21 (2), pp. 525-536. Date of Electronic Publication: 2025 Dec 02.
Publication Type: Journal Article; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Springer Country of Publication: Italy NLM ID: 101263418 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1970-9366 (Electronic) Linking ISSN: 18280447 NLM ISO Abbreviation: Intern Emerg Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Yang+CC%22">Yang CC</searchLink>; Division of Cardiovascular Medicine, Taoyuan Armed Forces General Hospital, Taoyuan, 32551, Taiwan, ROC.; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.; School of Medicine, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC.; Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Lin+CS%22">Lin CS</searchLink>; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Lin+C%22">Lin C</searchLink>; Medical Technology Education Center, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Departments of Artificial Intelligence of Things, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.; College of Public Health, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Liu+WT%22">Liu WT</searchLink>; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Lai+ZY%22">Lai ZY</searchLink>; School of Medicine, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC.; Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC.<br /><searchLink fieldCode="AU" term="%22Chuang+YJ%22">Chuang YJ</searchLink>; School of Medicine, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC. yjchuang@life.nthu.edu.tw.; Institute of Bioinformatics and Structural Biology, National Tsing Hua University, Hsinchu, 300044, Taiwan, ROC. yjchuang@life.nthu.edu.tw.
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  Data: <searchLink fieldCode="JN" term="%22101263418%22">Internal and emergency medicine</searchLink> [Intern Emerg Med] 2026 Mar; Vol. 21 (2), pp. 525-536. <i>Date of Electronic Publication: </i>2025 Dec 02.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Italy <i>NLM ID: </i>101263418 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1970-9366 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2218280447%22">18280447 </searchLink><i>NLM ISO Abbreviation: </i>Intern Emerg Med <i>Subsets: </i>MEDLINE
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        Value: 10.1007/s11739-025-04209-6
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      – Code: eng
        Text: English
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        StartPage: 525
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      – TitleFull: Non-invasive hemoglobin estimation with outcome prediction via deep learning analysis of ECG-derived cardiac micro-dynamics.
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              Text: 2026 Mar
              Type: published
              Y: 2026
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