{ "model_name": "InceptionTime", "model_file": "inceptiontime_model.pkl", "use_case": "Pre vs Post Procedural MI (Surgery)", "positive_class": "pre-procedural MI", "negative_class": "post-procedural MI", "class_labels": [ "post-procedural MI", "pre-procedural MI" ], "features": [ "I", "aVR", "V1", "V4", "II", "aVL", "V2", "V5", "III", "aVF", "V3", "V6" ], "n_features": 12, "n_timesteps": 140, "hyperparameters": { "n_epochs": 200, "batch_size": 64, "random_state": 42, "verbose": true }, "training_data": "data/ecg_surgery_segmented_50_150_70.csv", "training_date": "2026-06-02 20:26:15", "training_time_seconds": 251.83, "preprocessing": { "normalization": "per_subject_max_abs", "smote_tomek": true, "test_size": 0.25, "random_state": 42 }, "training_samples": 1104, "test_samples": 338, "test_metrics": { "accuracy": 0.9142011834319527, "precision": 0.8974358974358975, "recall": 0.9150326797385621, "f1": 0.9061488673139159, "sensitivity": 0.9150326797385621, "specificity": 0.9135135135135135, "confusion_matrix": [ [ 169, 16 ], [ 13, 140 ] ] } }