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README.md

@@ -54,7 +54,7 @@ space might still be useful for analysis.
 
 | Metric                  | Training Value | Validation Value |
 |-------------------------|----------------|------------------|
-| Mean Absolute Error | 1.24  | 1.25           |
+| Mean Absolute Error | 1.23  | 1.27           |
 | Pearson Correlation | 0.99  | 0.99  |
 | Spearman Correlation | 0.96 | 0.96  |
 | R² (R-Squared) | 0.98  | 0.98      |
@@ -66,10 +66,10 @@ preserved by the generated model expression. This value is usually quite high.
 
 | Metric                  | Training Value |
 |-------------------------|----------------|
-| Mean Absolute Error | 23.70   |
+| Mean Absolute Error | 23.45   |
 | Pearson Correlation | 0.72  |
-| Spearman Correlation | 0.78 |
-| R² (R-Squared) | -0.70  |
+| Spearman Correlation | 0.77 |
+| R² (R-Squared) | -0.64  |
 
 </details>
 
@@ -86,24 +86,24 @@ cell-type.
 
 | Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
 | --- | --- | --- | --- | --- | --- | --- | --- |
-| erythrocyte | 0.97 | 1.08 | 0.71 | 0.88 | 0.09 | 0.98 | 10061.00 |
-| neutrophil | 0.97 | 1.02 | 0.74 | 0.95 | 0.21 | 0.90 | 8432.00 |
-| classical monocyte | 0.94 | 0.56 | 0.73 | 0.97 | 0.62 | 0.95 | 7211.00 |
-| mature NK T cell | 0.95 | 1.34 | 0.65 | 0.92 | 0.62 | 0.93 | 2332.00 |
-| naive B cell | 0.97 | 1.70 | 0.63 | 0.87 | 0.47 | 0.87 | 1526.00 |
-| CD8-positive, alpha-beta cytokine secreting effector T cell | 0.94 | 1.60 | 0.62 | 0.87 | 0.64 | 0.93 | 1493.00 |
-| CD4-positive, alpha-beta memory T cell | 0.95 | 1.64 | 0.56 | 0.86 | 0.58 | 0.88 | 949.00 |
-| memory B cell | 0.98 | 2.07 | 0.62 | 0.86 | 0.54 | 0.88 | 597.00 |
-| type I NK T cell | 0.90 | 2.31 | 0.62 | 0.79 | 0.62 | 0.89 | 518.00 |
-| plasma cell | 0.76 | 1.25 | 0.77 | 0.95 | 0.61 | 0.94 | 487.00 |
-| naive thymus-derived CD4-positive, alpha-beta T cell | 0.95 | 2.45 | 0.64 | 0.80 | 0.46 | 0.82 | 412.00 |
-| CD8-positive, alpha-beta T cell | 0.94 | 2.07 | 0.66 | 0.82 | 0.57 | 0.87 | 376.00 |
-| platelet | 0.77 | 2.74 | 0.70 | 0.81 | 0.42 | 0.83 | 239.00 |
-| hematopoietic stem cell | 0.93 | 2.67 | 0.68 | 0.77 | 0.65 | 0.90 | 47.00 |
-| T cell | 0.93 | 3.83 | 0.62 | 0.51 | 0.55 | 0.77 | 31.00 |
-| basophil | 0.87 | 3.13 | 0.68 | 0.77 | 0.62 | 0.88 | 29.00 |
-| CD141-positive myeloid dendritic cell | 0.90 | 4.76 | 0.59 | 0.60 | 0.50 | 0.76 | 15.00 |
-| plasmacytoid dendritic cell | 0.85 | 5.24 | 0.55 | 0.49 | 0.46 | 0.72 | 11.00 |
+| erythrocyte | 0.97 | 1.07 | 0.71 | 0.88 | 0.09 | 0.98 | 10061.00 |
+| neutrophil | 0.97 | 1.22 | 0.67 | 0.93 | 0.22 | 0.90 | 8432.00 |
+| classical monocyte | 0.93 | 0.54 | 0.77 | 0.97 | 0.62 | 0.95 | 7211.00 |
+| mature NK T cell | 0.94 | 1.33 | 0.64 | 0.91 | 0.62 | 0.93 | 2332.00 |
+| naive B cell | 0.97 | 1.64 | 0.65 | 0.88 | 0.47 | 0.87 | 1526.00 |
+| CD8-positive, alpha-beta cytokine secreting effector T cell | 0.94 | 1.46 | 0.66 | 0.89 | 0.64 | 0.93 | 1493.00 |
+| CD4-positive, alpha-beta memory T cell | 0.93 | 1.53 | 0.60 | 0.87 | 0.57 | 0.88 | 949.00 |
+| memory B cell | 0.98 | 2.06 | 0.62 | 0.85 | 0.54 | 0.88 | 597.00 |
+| type I NK T cell | 0.91 | 2.48 | 0.58 | 0.78 | 0.62 | 0.89 | 518.00 |
+| plasma cell | 0.75 | 1.29 | 0.75 | 0.94 | 0.61 | 0.94 | 487.00 |
+| naive thymus-derived CD4-positive, alpha-beta T cell | 0.94 | 2.68 | 0.60 | 0.78 | 0.46 | 0.82 | 412.00 |
+| CD8-positive, alpha-beta T cell | 0.95 | 2.30 | 0.62 | 0.80 | 0.58 | 0.87 | 376.00 |
+| platelet | 0.77 | 2.72 | 0.70 | 0.81 | 0.42 | 0.83 | 239.00 |
+| hematopoietic stem cell | 0.93 | 2.82 | 0.66 | 0.77 | 0.66 | 0.90 | 47.00 |
+| T cell | 0.93 | 4.01 | 0.60 | 0.49 | 0.55 | 0.78 | 31.00 |
+| basophil | 0.89 | 2.89 | 0.71 | 0.79 | 0.61 | 0.88 | 29.00 |
+| CD141-positive myeloid dendritic cell | 0.89 | 4.54 | 0.62 | 0.62 | 0.48 | 0.75 | 15.00 |
+| plasmacytoid dendritic cell | 0.88 | 5.32 | 0.54 | 0.48 | 0.48 | 0.73 | 11.00 |
 
 </details>