Human-Computer Agreement of Electrocardiogram Interpretation for Patients Referred to and Declined for Primary

Aleeha Iftikhar1, Raymond Bond1, Victoria Mcgilligan2

  • 1Computing Engineering and Build Environment, Ulster University, Belfast, United Kingdom.

Insights

Computer and human interpretations of electrocardiograms (ECGs) show poor agreement for patients declined for primary percutaneous coronary intervention, indicating potential for inappropriate referrals and highlighting the need for improved diagnostic accuracy in acute myocardial infarction cases.

Area of Science:

  • Cardiology
  • Medical Diagnostics
  • Health Informatics

Background:

  • Acute myocardial infarction (AMI) diagnosis relies on clinical assessment, including 12-lead electrocardiogram (ECG) and ST-elevation myocardial infarction (STEMI) criteria.
  • Primary percutaneous coronary intervention (PCI) decisions are partly based on ECG interpretations.

Purpose of the Study:

  • To determine the agreement rate between human (activator nurses) and computer interpretations of ECGs.
  • To analyze ECG interpretations for patients declined for primary PCI.
  • To assess the predictive value of ECG interpretations and other variables for patient mortality.

Main Methods:

  • Retrospective analysis of ECG features in patients referred for primary PCI.
  • Simplification of human and computer ECG interpretations to "suggesting" or "not suggesting" AMI.
  • Agreement analysis and logistic regression to predict mortality.

Main Results:

  • Computer diagnoses suggested AMI in 49.3% of cases, while human interpretations suggested AMI in 43.3%.
  • Overall agreement between human and computer ECG interpretations was 54.1%, with poor agreement indicated by Cohen κ (κ=0.08).
  • Patient age and chest pain were significant predictors of mortality; out-of-hours referral trended towards predicting 1-year mortality.

Conclusions:

  • Mortality in patients declined for primary PCI is higher than in STEMI patients at 1 year.
  • Poor agreement between computerized and human ECG interpretation may lead to inappropriate referrals.
  • Improved decision-making in ECG interpretation is crucial for timely and appropriate patient referral for critical therapies.
Abstract

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