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multimodal-brain-encoder

brain_encoder
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multimodal-brain-encoder
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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
}