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Table 1 Systematic review of machine learning studies of subtype definition in heart failure, acute coronary syndromes and atrial fibrillation ( n = 40 studies)

From: Machine learning for subtype definition and risk prediction in heart failure, acute coronary syndromes and atrial fibrillation: systematic review of validity and clinical utility

  1. ACS-acute coronary syndrome; AF-atrial fibrillation; CVD-cardiovascular disease; ECG- electrocardiogram; ED-emergency department; EHR-electronic health records; HF-heart failure; IP-hospital inpatient; LV-left ventricular; MI-myocardial infarction; OP- hospital outpatient; RCT- randomised controlled trial; United Kingdom; US-United States.
  2. ◦ Negative/No for all columns (except in "Baseline population" column, where it denotes "Unreported")
  3. Positive/Yes