Learning dynamic treatment strategies for coronary heart diseases by artificial intelligence: real-world data-driven study

被引：0
作者：
Haihong Guo
Jiao Li
Hongyan Liu
Jun He
机构：
[1] Renmin University of China,School of Information
[2] Chinese Academy of Medical Sciences and Peking Union Medical College,Institute of Medical Information/Medical Library
[3] Key Laboratory of Data Engineering and Knowledge Engineering,School of Economics and Management
[4] Ministry of Education,undefined
[5] Tsinghua University,undefined
来源：
BMC Medical Informatics and Decision Making | / 22卷
关键词：
Dynamic treatment strategies; Coronary heart diseases; Artificial intelligence; Supervised reinforcement learning; Deep sequential recommendation;
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  • [1] Dai H(2020)Global, regional, and national burden of ischemic heart disease and its attributable risk factors, 1990–2017: results from the global Burden of Disease Study 2017 Eur Heart J Qual Care Clin Outcomes 139 e56-e528
  • [2] Much AA(2019)Heart disease and stroke statistics—2019 update: a report from the American Heart Association Circulation 41 407-477
  • [3] Maor E(2020)2019 ESC guidelines for the diagnosis and management of chronic coronary syndromes Eur Heart J 25 509-515
  • [4] Benjamin EJ(2018)Guidelines in review: comparison of ESC and ACC/AHA guidelines for the diagnosis and management of patients with stable coronary artery disease J Nucl Cardiol 10 1-130
  • [5] Muntner P(2018)Guidelines for rational drug use for coronary heart disease (Second edition) Chin J Front Med (Electron Ed) 28 3294-3315
  • [6] Alonso A(2009)Reinforcement learning design for cancer clinical trials Stat Med 67 1422-1433
  • [7] Knuuti J(2011)Reinforcement learning strategies for clinical trials in nonsmall cell lung cancer Biometrics 26 977-988
  • [8] Wijns W(2019)Applying machine learning to predict real-world individual treatment effects: insights from a virtual patient cohort J Am Med Inform Assoc 3 1-8
  • [9] Saraste A(2019)Evolution from ancient medication to human-centered healthcare 4.0: a review on healthcare recommender systems Int J Commun Syst 23 1716-1720
  • [10] Joseph J(2015)Adoption of clinical decision support in multimorbidity: a systematic review JMIR Med Inform 24 151-162
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