This genuine-time model analyzes the signal from a single-lead ECG sensor to classify beats and detect irregular heartbeats ('AFIB arrhythmia'). The model is designed to be able to detect other types of anomalies such as atrial flutter, and may be consistently prolonged and enhanced.