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Abstract The primary PTB-XL outcome was an operational ECG phenotype defined by myocardial infarction and/or ST/T-change diagnostic superclass labels, rather than adjudicated active ischemia. Public ECG datasets were harmonized to 10-s, 12-lead, 100-Hz inputs. Patient-disjoint PTB-XL partitions were used to compare an age/sex baseline, a downsampled-waveform logistic-regression model, a compact residual network, MiniRocket–ridge, and a fusion model.
Introduction According to the International Diabetes Federation,1 approximately 537 million people worldwide had Diabetes Mellitus (DM) in 2021, projected to rise to 784 million by 2045. China hosts a substantial DM patient population with persistently rising incidence rates, making it the nation with the highest number of DM patients globally.
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