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test_results.json

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+{
+  "zscore_correlations": {
+    "Face_Image_vs_Scene_Text": 0.3064,
+    "Face_Image_vs_Face_Text": 0.0702,
+    "Face_Image_vs_Scene_Image": 0.8783,
+    "Face_Image_vs_Words_Text": 0.244,
+    "Scene_Text_vs_Face_Text": 0.4158,
+    "Scene_Text_vs_Scene_Image": 0.2603,
+    "Scene_Text_vs_Words_Text": 0.4956,
+    "Face_Text_vs_Scene_Image": 0.0261,
+    "Face_Text_vs_Words_Text": 0.4634,
+    "Scene_Image_vs_Words_Text": 0.2569
+  },
+  "variation_stats": {
+    "mean_per_voxel_std": 0.26587,
+    "max_per_voxel_std": 0.85606,
+    "pct_voxels_with_variation_gt_001": 99.9
+  },
+  "ridge_metrics": {
+    "mean_r": 0.1777,
+    "median_r": 0.1608,
+    "positive_r_voxels": "42615/47236",
+    "best_alpha": 31622.776601683792
+  },
+  "deep_encoder_metrics": {
+    "best_val_loss": 0.957177,
+    "best_val_r": 0.1644,
+    "epochs_trained": 12
+  },
+  "all_tests_passed": true,
+  "stimulus_specificity_confirmed": true
+}