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README.md

@@ -54,10 +54,10 @@ space might still be useful for analysis.
 
 | Metric                  | Training Value | Validation Value |
 |-------------------------|----------------|------------------|
-| Mean Absolute Error | 1.87  | 1.95           |
-| Pearson Correlation | 0.90  | 0.90  |
-| Spearman Correlation | 0.88 | 0.88  |
-| R² (R-Squared) | 0.78  | 0.78      |
+| Mean Absolute Error | 1.89  | 1.96           |
+| Pearson Correlation | 0.90  | 0.89  |
+| Spearman Correlation | 0.88 | 0.87  |
+| R² (R-Squared) | 0.77  | 0.75      |
 
 The gene-wise coefficient of variation summarizes how well variation between different genes is
 preserved by the generated model expression. This value is usually quite high.
@@ -66,10 +66,10 @@ preserved by the generated model expression. This value is usually quite high.
 
 | Metric                  | Training Value |
 |-------------------------|----------------|
-| Mean Absolute Error | 16.76   |
-| Pearson Correlation | 0.68  |
+| Mean Absolute Error | 16.72   |
+| Pearson Correlation | 0.69  |
 | Spearman Correlation | 0.70 |
-| R² (R-Squared) | -1.26  |
+| R² (R-Squared) | -1.19  |
 
 </details>
 
@@ -86,19 +86,19 @@ cell-type.
 
 | Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
 | --- | --- | --- | --- | --- | --- | --- | --- |
-| epithelial cell | 0.97 | 0.91 | 0.58 | 0.90 | 0.13 | 0.85 | 6637.00 |
-| basal cell of prostate epithelium | 0.92 | 0.80 | 0.64 | 0.94 | 0.48 | 0.89 | 3198.00 |
-| CD8-positive, alpha-beta T cell | 0.93 | 2.89 | 0.63 | 0.84 | 0.30 | 0.82 | 1081.00 |
-| endothelial cell | 0.79 | 2.84 | 0.67 | 0.85 | 0.47 | 0.85 | 471.00 |
-| mature NK T cell | 0.87 | 4.49 | 0.55 | 0.74 | 0.34 | 0.78 | 430.00 |
-| macrophage | 0.82 | 3.00 | 0.69 | 0.83 | 0.44 | 0.84 | 317.00 |
-| club cell | 0.77 | 2.36 | 0.62 | 0.81 | 0.52 | 0.80 | 290.00 |
-| smooth muscle cell | 0.85 | 2.94 | 0.67 | 0.82 | 0.49 | 0.83 | 285.00 |
-| fibroblast | 0.87 | 3.21 | 0.70 | 0.81 | 0.46 | 0.80 | 207.00 |
-| luminal cell of prostate epithelium | 0.70 | 3.89 | 0.65 | 0.73 | 0.48 | 0.76 | 60.00 |
-| erythroid progenitor cell | 0.44 | 4.78 | 0.44 | 0.43 | 0.42 | 0.95 | 52.00 |
-| monocyte | 0.63 | 5.83 | 0.68 | 0.81 | 0.20 | 0.64 | 33.00 |
-| stromal cell | 0.34 | 7.66 | 0.47 | 0.53 | 0.22 | 0.46 | 32.00 |
+| epithelial cell | 0.97 | 0.91 | 0.59 | 0.90 | 0.13 | 0.85 | 6637.00 |
+| basal cell of prostate epithelium | 0.95 | 0.74 | 0.68 | 0.94 | 0.48 | 0.89 | 3198.00 |
+| CD8-positive, alpha-beta T cell | 0.92 | 2.89 | 0.63 | 0.84 | 0.29 | 0.81 | 1081.00 |
+| endothelial cell | 0.83 | 2.93 | 0.65 | 0.85 | 0.47 | 0.85 | 471.00 |
+| mature NK T cell | 0.89 | 4.46 | 0.57 | 0.76 | 0.33 | 0.77 | 430.00 |
+| macrophage | 0.85 | 3.29 | 0.65 | 0.82 | 0.45 | 0.84 | 317.00 |
+| club cell | 0.76 | 2.34 | 0.62 | 0.80 | 0.52 | 0.80 | 290.00 |
+| smooth muscle cell | 0.86 | 2.93 | 0.68 | 0.83 | 0.49 | 0.83 | 285.00 |
+| fibroblast | 0.86 | 3.49 | 0.67 | 0.79 | 0.46 | 0.80 | 207.00 |
+| luminal cell of prostate epithelium | 0.66 | 4.13 | 0.62 | 0.73 | 0.48 | 0.76 | 60.00 |
+| erythroid progenitor cell | 0.46 | 5.04 | 0.42 | 0.40 | 0.42 | 0.95 | 52.00 |
+| monocyte | 0.68 | 5.67 | 0.68 | 0.81 | 0.21 | 0.64 | 33.00 |
+| stromal cell | 0.34 | 7.76 | 0.45 | 0.53 | 0.22 | 0.46 | 32.00 |
 
 </details>