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"low_n_warning": true, "p_fdr": 0.35 }, "pca_lr_vs_mlp": { "stat": 0.0, "p_raw": 0.0625, "n_folds": 5, "mean_diff": 0.1428, "low_n_warning": true, "p_fdr": 0.291667 }, "pca_lr_vs_tabnet": { "stat": 1.0, "p_raw": 0.125, "n_folds": 5, "mean_diff": 0.2905, "low_n_warning": true, "p_fdr": 0.35 }, "rf_vs_xgb": { "stat": 3.0, "p_raw": 0.3125, "n_folds": 5, "mean_diff": -0.1512, "low_n_warning": true, "p_fdr": 0.4375 }, "rf_vs_svm_rbf": { "stat": 3.0, "p_raw": 0.3125, "n_folds": 5, "mean_diff": 0.2631, "low_n_warning": true, "p_fdr": 0.4375 }, "rf_vs_knn": { "stat": 5.0, "p_raw": 1.0, "n_folds": 5, "mean_diff": -0.0012, "low_n_warning": true, "p_fdr": 1.0 }, "rf_vs_mlp": { "stat": 4.0, "p_raw": 0.875, "n_folds": 5, "mean_diff": -0.0274, "low_n_warning": true, "p_fdr": 0.98 }, "rf_vs_tabnet": { "stat": 5.0, "p_raw": 0.625, "n_folds": 5, "mean_diff": 0.1203, "low_n_warning": true, "p_fdr": 0.76087 }, "xgb_vs_svm_rbf": { "stat": 0.0, "p_raw": 0.0625, "n_folds": 5, "mean_diff": 0.4143, "low_n_warning": true, "p_fdr": 0.291667 }, "xgb_vs_knn": { "stat": 1.0, "p_raw": 0.25, "n_folds": 5, "mean_diff": 0.15, "low_n_warning": true, "p_fdr": 0.4375 }, "xgb_vs_mlp": { "stat": 1.5, "p_raw": 0.1875, "n_folds": 5, "mean_diff": 0.1238, "low_n_warning": true, "p_fdr": 0.4375 }, "xgb_vs_tabnet": { "stat": 2.0, "p_raw": 0.1875, "n_folds": 5, "mean_diff": 0.2714, "low_n_warning": true, "p_fdr": 0.4375 }, "svm_rbf_vs_knn": { "stat": 0.0, "p_raw": 0.125, "n_folds": 5, "mean_diff": -0.2643, "low_n_warning": true, "p_fdr": 0.35 }, "svm_rbf_vs_mlp": { "stat": 0.0, "p_raw": 0.0625, "n_folds": 5, "mean_diff": -0.2905, "low_n_warning": true, "p_fdr": 0.291667 }, "svm_rbf_vs_tabnet": { "stat": 3.0, "p_raw": 0.3125, "n_folds": 5, "mean_diff": -0.1428, "low_n_warning": true, "p_fdr": 0.4375 }, "knn_vs_mlp": { "stat": 4.5, "p_raw": 1.0, "n_folds": 5, "mean_diff": -0.0262, "low_n_warning": true, "p_fdr": 1.0 }, "knn_vs_tabnet": { "stat": 5.0, "p_raw": 0.625, "n_folds": 5, "mean_diff": 0.1214, "low_n_warning": true, "p_fdr": 0.76087 }, "mlp_vs_tabnet": { "stat": 3.0, "p_raw": 0.3125, "n_folds": 5, "mean_diff": 0.1476, "low_n_warning": true, "p_fdr": 0.4375 } } }, "wilcoxon_limitation": "Wilcoxon signed-rank with n=3-6 folds cannot reach significance after BH-FDR correction over 28 pairs (min adjusted p >= 0.25). Included for completeness; DeLong test provides meaningful pairwise comparison.", "methods": [ "elasticnet_lr", "pca_lr", "rf", "xgb", "svm_rbf", "knn", "mlp", "tabnet" ], "feature_type": "gene" }