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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 | 2.12  | 2.22           |
-| Pearson Correlation | 0.50  | 0.54  |
-| Spearman Correlation | 0.40 | 0.38  |
-| R² (R-Squared) | -0.24  | -0.29      |
+| Mean Absolute Error | 2.11  | 2.17           |
+| Pearson Correlation | 0.50  | 0.52  |
+| Spearman Correlation | 0.43 | 0.35  |
+| R² (R-Squared) | -0.23  | -0.67      |
 
 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 | 8.48   |
+| Mean Absolute Error | 8.50   |
 | Pearson Correlation | 0.55  |
 | Spearman Correlation | 0.56 |
-| R² (R-Squared) | -1.14  |
+| R² (R-Squared) | -1.08  |
 
 </details>
 
@@ -86,18 +86,18 @@ cell-type.
 
 | Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
 | --- | --- | --- | --- | --- | --- | --- | --- |
-| macrophage | 0.93 | 1.21 | 0.62 | 0.94 | 0.25 | 0.75 | 1379.00 |
-| monocyte | 0.85 | 2.11 | 0.56 | 0.84 | 0.24 | 0.68 | 605.00 |
-| endothelial cell of hepatic sinusoid | 0.75 | 1.94 | 0.62 | 0.89 | 0.54 | 0.82 | 341.00 |
-| mature NK T cell | 0.82 | 2.83 | 0.64 | 0.88 | 0.47 | 0.83 | 231.00 |
-| neutrophil | 0.44 | 4.37 | 0.45 | 0.76 | 0.16 | 0.51 | 81.00 |
-| fibroblast | 0.70 | 2.75 | 0.66 | 0.83 | 0.54 | 0.77 | 70.00 |
-| hepatocyte | 0.67 | 4.15 | 0.62 | 0.84 | 0.40 | 0.82 | 67.00 |
-| liver dendritic cell | 0.55 | 5.52 | 0.51 | 0.44 | 0.36 | 0.48 | 34.00 |
-| T cell | 0.46 | 8.35 | 0.40 | 0.51 | 0.31 | 0.48 | 20.00 |
-| plasma cell | 0.54 | 6.31 | 0.53 | 0.48 | 0.34 | 0.55 | 19.00 |
-| intrahepatic cholangiocyte | 0.54 | 4.95 | 0.64 | 0.74 | 0.39 | 0.58 | 11.00 |
-| erythrocyte | 0.24 | 8.16 | 0.33 | 0.29 | 0.23 | 0.80 | 2.00 |
+| macrophage | 0.92 | 1.25 | 0.59 | 0.94 | 0.25 | 0.75 | 1379.00 |
+| monocyte | 0.81 | 1.96 | 0.60 | 0.85 | 0.23 | 0.68 | 605.00 |
+| endothelial cell of hepatic sinusoid | 0.76 | 1.92 | 0.62 | 0.89 | 0.54 | 0.82 | 341.00 |
+| mature NK T cell | 0.81 | 2.87 | 0.63 | 0.87 | 0.47 | 0.83 | 231.00 |
+| neutrophil | 0.44 | 4.43 | 0.42 | 0.74 | 0.17 | 0.51 | 81.00 |
+| fibroblast | 0.64 | 2.64 | 0.68 | 0.84 | 0.53 | 0.76 | 70.00 |
+| hepatocyte | 0.72 | 4.07 | 0.63 | 0.83 | 0.40 | 0.82 | 67.00 |
+| liver dendritic cell | 0.56 | 5.45 | 0.51 | 0.46 | 0.35 | 0.47 | 34.00 |
+| T cell | 0.45 | 8.64 | 0.36 | 0.47 | 0.32 | 0.48 | 20.00 |
+| plasma cell | 0.51 | 6.32 | 0.53 | 0.49 | 0.33 | 0.55 | 19.00 |
+| intrahepatic cholangiocyte | 0.52 | 4.78 | 0.66 | 0.76 | 0.39 | 0.57 | 11.00 |
+| erythrocyte | 0.27 | 8.36 | 0.34 | 0.28 | 0.23 | 0.80 | 2.00 |
 
 </details>