| { |
| "model_name": "1D_CNN_19Classes_multilabel_19v3", |
| "version": "v03_balanced", |
| "created": "2025-12-07T14:07:16.688070", |
| "num_classes": 19, |
| "disease_names": [ |
| "Fulminant/Viral Myocarditis", |
| "Acute Myocarditis", |
| "Myocarditis Unspecified", |
| "Dilated Cardiomyopathy", |
| "Hypertrophic Cardiomyopathy", |
| "Cardiomyopathy Unspecified", |
| "Noncompaction Ventricular Myocardium", |
| "Kawasaki Disease", |
| "Ventricular Septal Defect", |
| "Atrial Septal Defect", |
| "Atrioventricular Septal Defect", |
| "Tetralogy of Fallot", |
| "Pulmonary Valve Stenosis", |
| "Patent Ductus Arteriosus", |
| "Pulmonary Artery Stenosis", |
| "Pulmonary Valve Regurgitation", |
| "Mitral Valve Insufficiency", |
| "Congenital Heart Malformation", |
| "Healthy" |
| ], |
| "icd_codes": [ |
| "I40.0", |
| "I40.9", |
| "I51.4", |
| "I42.0", |
| "I42.2", |
| "I42.9", |
| "Q24.8", |
| "M30.3", |
| "Q21.0", |
| "Q21.1", |
| "Q21.2", |
| "Q21.3", |
| "Q22.1", |
| "Q25.0", |
| "Q25.6", |
| "I37.0", |
| "I34.0", |
| "Q24.9", |
| "Healthy" |
| ], |
| "icd_to_disease_name": { |
| "I40.0": "Fulminant/Viral Myocarditis", |
| "I40.9": "Acute Myocarditis", |
| "I51.4": "Myocarditis Unspecified", |
| "I42.0": "Dilated Cardiomyopathy", |
| "I42.2": "Hypertrophic Cardiomyopathy", |
| "I42.9": "Cardiomyopathy Unspecified", |
| "Q24.8": "Noncompaction Ventricular Myocardium", |
| "M30.3": "Kawasaki Disease", |
| "Q21.0": "Ventricular Septal Defect", |
| "Q21.1": "Atrial Septal Defect", |
| "Q21.2": "Atrioventricular Septal Defect", |
| "Q21.3": "Tetralogy of Fallot", |
| "Q22.1": "Pulmonary Valve Stenosis", |
| "Q25.0": "Patent Ductus Arteriosus", |
| "Q25.6": "Pulmonary Artery Stenosis", |
| "I37.0": "Pulmonary Valve Regurgitation", |
| "I34.0": "Mitral Valve Insufficiency", |
| "Q24.9": "Congenital Heart Malformation", |
| "Healthy": "Healthy" |
| }, |
| "disease_groups": { |
| "Myocarditis": [ |
| "I40.0", |
| "I40.9", |
| "I51.4" |
| ], |
| "Cardiomyopathy": [ |
| "I42.0", |
| "I42.2", |
| "I42.9", |
| "Q24.8" |
| ], |
| "Kawasaki": [ |
| "M30.3" |
| ], |
| "CHD": [ |
| "Q21.0", |
| "Q21.1", |
| "Q21.2", |
| "Q21.3", |
| "Q22.1", |
| "Q25.0", |
| "Q25.6", |
| "I37.0", |
| "I34.0", |
| "Q24.9" |
| ] |
| }, |
| "architecture": { |
| "type": "Enhanced 1D CNN", |
| "blocks": "64\u2192128\u2192256\u2192512 filters", |
| "features": [ |
| "Squeeze-Excitation", |
| "Temporal Attention", |
| "Residual Connections" |
| ], |
| "pooling": "Adaptive (Global Avg + Max)", |
| "total_params": 380627 |
| }, |
| "training": { |
| "epochs": 17, |
| "batch_size": 128, |
| "learning_rate": 0.0002, |
| "loss": "Focal Loss (alpha=0.25, gamma=2.0)", |
| "optimizer": "Adam" |
| }, |
| "data": { |
| "total_samples": 14190, |
| "train_samples": 9933, |
| "val_samples": 2128, |
| "test_samples": 2129, |
| "sampling_rate": 500, |
| "num_channels": 12, |
| "variable_length": true, |
| "length_range": "5.0s - 30.0s" |
| }, |
| "test_metrics": { |
| "subset_accuracy": 0.055894786284640674, |
| "hamming_loss": 0.07779782947269535, |
| "f1_micro": 0.08490840360569933, |
| "f1_macro": 0.012704413163746394, |
| "f1_weighted": 0.10957967386864802, |
| "precision_micro": 0.11986863711001643, |
| "recall_micro": 0.06573615488518686 |
| }, |
| "per_class_results": { |
| "Acute Myocarditis": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.545926688986179, |
| "support": 11 |
| }, |
| "Myocarditis Unspecified": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.5061110355612972, |
| "support": 28 |
| }, |
| "Dilated Cardiomyopathy": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.2941573792637623, |
| "support": 14 |
| }, |
| "Hypertrophic Cardiomyopathy": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.35010975227343993, |
| "support": 3 |
| }, |
| "Cardiomyopathy Unspecified": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.36835919134931827, |
| "support": 2 |
| }, |
| "Noncompaction Ventricular Myocardium": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.7858262778300408, |
| "support": 3 |
| }, |
| "Kawasaki Disease": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.4590394088669951, |
| "support": 29 |
| }, |
| "Ventricular Septal Defect": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.5319213433214829, |
| "support": 160 |
| }, |
| "Atrial Septal Defect": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.5427714279678025, |
| "support": 143 |
| }, |
| "Atrioventricular Septal Defect": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.5290356394129978, |
| "support": 9 |
| }, |
| "Tetralogy of Fallot": { |
| "precision": 0.010526315789473684, |
| "recall": 0.07142857142857142, |
| "f1": 0.01834862385321101, |
| "roc_auc": 0.3788247213779128, |
| "support": 14 |
| }, |
| "Pulmonary Valve Stenosis": { |
| "precision": 0.014705882352941176, |
| "recall": 0.2, |
| "f1": 0.0273972602739726, |
| "roc_auc": 0.6609227871939736, |
| "support": 5 |
| }, |
| "Patent Ductus Arteriosus": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.49539368912262505, |
| "support": 52 |
| }, |
| "Pulmonary Artery Stenosis": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.7461212976022567, |
| "support": 2 |
| }, |
| "Pulmonary Valve Regurgitation": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.39082809224318654, |
| "support": 9 |
| }, |
| "Mitral Valve Insufficiency": { |
| "precision": 0.0, |
| "recall": 0.0, |
| "f1": 0.0, |
| "roc_auc": 0.3574130361364404, |
| "support": 14 |
| }, |
| "Congenital Heart Malformation": { |
| "precision": 0.029411764705882353, |
| "recall": 0.22448979591836735, |
| "f1": 0.05200945626477541, |
| "roc_auc": 0.5164393642072214, |
| "support": 49 |
| }, |
| "Healthy": { |
| "precision": 0.7471910112359551, |
| "recall": 0.07945041816009558, |
| "f1": 0.14362850971922247, |
| "roc_auc": 0.48183137054104797, |
| "support": 1674 |
| } |
| } |
| } |
