A systematic comparison of short-term and long-term mortality prediction in acute myocardial infarction using machine learning models

被引:0
|
作者
Yawei Yang [1 ]
Junjie Tang [2 ]
Liping Ma [3 ]
Feng Wu [1 ]
Xiaoqing Guan [2 ]
机构
[1] Shanghai University of Traditional Chinese Medicine,Department of Cardiology, Yueyang Hospital of Integrated Traditional Chinese and Western Medicine
[2] Shanghai University of Traditional Chinese Medicine,Institute of Interdisciplinary Integrative Medicine Research
[3] Changhai Hospital of Shanghai,Department of Cardiology
关键词
Acute myocardial infarction; Machine learning; Mortality prediction; Risk factors; Explainable machine learning;
D O I
10.1186/s12911-025-03052-1
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [31] New Approach based on Machine Learning for Short-Term Mortality Prediction in Neonatal Intensive Care Unit
    Kefi, Zaineb
    Aloui, Kamel
    Naceur, Mohamed Saber
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2019, 10 (07) : 583 - 591
  • [32] Machine Learning-Based Short-Term Mortality Prediction Models for Patients With Cancer Using Electronic Health Record Data: Systematic Review and Critical Appraisal
    Lu, Sheng-Chieh
    Xu, Cai
    Nguyen, Chandler H.
    Geng, Yimin
    Pfob, Andre
    Sidey-Gibbons, Chris
    JMIR MEDICAL INFORMATICS, 2022, 10 (03)
  • [33] Systematization of short-term forecasts of regional wave heights using a machine learning technique and long-term wave hindcast
    Ahn, Seongho
    Tran, Trung Duc
    Kim, Jongho
    OCEAN ENGINEERING, 2022, 264
  • [34] Comparison of Long-Term Mortality of Patients Aged ≥40 Versus >40 Years With Acute Myocardial Infarction
    Jing, Mingxue
    Gao, Fei
    Chen, Qifeng
    de Carvalho, Leonardo P.
    Sim, Ling-Ling
    Koh, Tian-Hai
    Foo, David
    Ong, Hean-Yee
    Tong, Khim-Leng
    Tan, Huay-Cheem
    Yeo, Tiong-Cheng
    Roe, Matthew T.
    Chua, Terrance
    Chan, Mark Y.
    AMERICAN JOURNAL OF CARDIOLOGY, 2016, 118 (03) : 319 - 325
  • [35] Machine Learning for Short-Term Mortality in Acute Decompensation of Liver Cirrhosis: Better than MELD Score
    Salkic, Nermin
    Jovanovic, Predrag
    Jaman, Mislav Barisic
    Selimovic, Nedim
    Pastrovic, Frane
    Grgurevic, Ivica
    DIAGNOSTICS, 2024, 14 (10)
  • [36] Discrepancy between short-term and long-term effects of bone marrow-derived cell therapy in acute myocardial infarction: a systematic review and meta-analysis
    Lee, Seon Heui
    Hong, Jin Hyuk
    Cho, Kyoung Hee
    Noh, Jin-Won
    Cho, Hyun-Jai
    STEM CELL RESEARCH & THERAPY, 2016, 7
  • [37] Uricemia in the acute phase of myocardial infarction and its relation to long-term mortality risk
    Hromadka, Milan
    Opatrny, Jan
    Miklik, Roman
    Suchy, David
    Bruthans, Jan
    Jirak, Josef
    Rokyta, Richard
    Mayer, Otto
    JOURNAL OF COMPARATIVE EFFECTIVENESS RESEARCH, 2021, 10 (12) : 979 - 988
  • [38] Very Short-Term Wind Speed Prediction Techniques Using Machine Learning
    Mogos, Aman Samson
    Salauddin, Md
    Liang, Xiaodong
    Chung, Chi Yung
    2021 IEEE CANADIAN CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (CCECE), 2021,
  • [39] Development and validation of short-term, medium-term, and long-term suicide attempt prediction models based on a prospective cohort in Korea
    Yang, Jeong Hun
    Kang, Ri-Ra
    Kang, Dae Hun
    Kim, Yong-gyom
    Yoo, Jieun
    Park, C. Hyung Keun
    Rhee, Sang Jin
    Kim, Min Ji
    Lee, Sang Yeol
    Yang, Chan-Mo
    Shim, Se-Hoon
    Moon, Jung-Joon
    Cho, Seong-Jin
    Kim, Shin Gyeom
    Kim, Min-Hyuk
    Lee, Jinhee
    Kang, Won Sub
    Lee, Weon-Young
    Lee, Kangyoon
    Ahn, Yong Min
    ASIAN JOURNAL OF PSYCHIATRY, 2025, 106
  • [40] Long-term Power Generation Prediction in Photovoltaics Using Machine Learning-based Models
    Colbu, Stefania-Cristiana
    Bancila, Daniel-Marian
    Popescu, Dumitru
    ROMANIAN JOURNAL OF INFORMATION SCIENCE AND TECHNOLOGY, 2025, 28 (01): : 39 - 50