{ "accuracy": 0.9943609022556391, "balanced_accuracy": 0.9925373134328358, "mcc": 0.9880418266324871, "f1_macro": 0.9939849624060151, "recall_paludisme": 1.0, "recall_sain": 0.9850746268656716, "precision_paludisme": 0.9910179640718563, "auc_roc": 0.99996993882551, "auc_pr": 0.9999818549667493, "confusion_matrix": [ [ 198, 3 ], [ 0, 331 ] ], "true_positives": 331, "true_negatives": 198, "false_positives": 3, "false_negatives": 0, "class_weights": [ 1.3219616204690832, 0.8041504539559015 ], "imbalance_ratio": 1.6428038777032066, "dataset": "Tanzania Malaria Blood Smear (Harvard Dataverse)", "doi": "10.7910/DVN/O2WVWA", "base_model": "facebook/dinov2-base", "train_size": 2480, "val_size": 532, "test_size": 532, "imbalance_handling": [ "class_weights", "stratified_split_on_subtype", "aggressive_augmentation", "mcc_metric_for_best_model" ] }