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. |
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| 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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