The realm of healthcare is continually evolving with the integration of cutting-edge technologies. One such transformative area is automated 24 hour cardiac monitor electrocardiogram (ECG) analysis, where computer systems leverage sophisticated algorithms to interpret the electrical activity of the heart captured in ECG recordings. Such advancement