AI‐Enhanced ECG Screenings: An Alternative to Traditional Questionnaires for Ischaemic Heart Disease

Ischaemic heart disease (IHD) is the leading global cause of death. Traditional screening tools like the Framingham Risk Score (FRS) and Systematic Coronary Risk Evaluation (SCORE), often based on questionnaires, face criticism for subjectivity, limited generalisability to diverse populations (especially in low- and middle-income countries, LMICs), and difficulty detecting subclinical disease. This commentary explores the potential of artificial intelligence-enhanced electrocardiogram (AI + ECG) analysis as a superior alternative. AI + ECG leverages objective electrophysiological data, offering automated, potentially more accurate, cost-effective, and accessible risk stratification, particularly valuable in resource-constrained settings where 80% of cardiovascular deaths occur. Evidence suggests AI + ECG models outperform traditional methods in various diagnostic tasks and show promise in cost-effectiveness. However, significant gaps remain, primarily the need for validation in diverse global populations, especially LMICs. This paper argues for a policy shift towards AI + ECG screenings, advocating for urgent, large-scale validation trials, development of ethical and regulatory frameworks, and sustained funding to democratise early IHD detection and reduce global mortality.

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Publication Details

Journal
The International Journal of Health Planning and Management
Published
2026-03-28
DOI
https://doi.org/10.1002/hpm.70076
Primary Topic
ECG Monitoring and Analysis
Type
article
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article

AI‐Enhanced ECG Screenings: An Alternative to Traditional Questionnaires for Ischaemic Heart Disease

Abduzhappar Gaipov, Temirgali Aimyshev, J Almazan
The International Journal of Health Planning and Management
ECG Monitoring and Analysis
article

AI‐Enhanced ECG Screenings: An Alternative to Traditional Questionnaires for Ischaemic Heart Disease

Abduzhappar Gaipov, Temirgali Aimyshev, J Almazan
article en

Abstract

Ischaemic heart disease (IHD) is the leading global cause of death. Traditional screening tools like the Framingham Risk Score (FRS) and Systematic Coronary Risk Evaluation (SCORE), often based on questionnaires, face criticism for subjectivity, limited generalisability to diverse populations (especially in low- and middle-income countries, LMICs), and difficulty detecting subclinical disease. This commentary explores the potential of artificial intelligence-enhanced electrocardiogram (AI + ECG) analysis as a superior alternative. AI + ECG leverages objective electrophysiological data, offering automated, potentially more accurate, cost-effective, and accessible risk stratification, particularly valuable in resource-constrained settings where 80% of cardiovascular deaths occur. Evidence suggests AI + ECG models outperform traditional methods in various diagnostic tasks and show promise in cost-effectiveness. However, significant gaps remain, primarily the need for validation in diverse global populations, especially LMICs. This paper argues for a policy shift towards AI + ECG screenings, advocating for urgent, large-scale validation trials, development of ethical and regulatory frameworks, and sustained funding to democratise early IHD detection and reduce global mortality.

The International Journal of Health Planning and Management
Nazarbayev University (KZ)
Openalex Percentile: Top 3%
ECG Monitoring and Analysis
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AI‐Enhanced ECG Screenings: An Alternative to Traditional Questionnaires for Ischaemic Heart Disease — Abduzhappar Gaipov, Temirgali Aimyshev, et al. · The International Journal of Health Planning and Management (2026) | TGRS Research Map | TGRS