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README.md
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| Metric | Training Value | Validation Value |
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|-------------------------|----------------|------------------|
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| Mean Absolute Error | 1.32 | 1.
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| Pearson Correlation | 0.83 | 0.83 |
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| Spearman Correlation | 0.81 | 0.
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| R² (R-Squared) | 0.61 | 0.
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The gene-wise coefficient of variation summarizes how well variation between different genes is
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preserved by the generated model expression. This value is usually quite high.
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| Metric | Training Value |
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|-------------------------|----------------|
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| Mean Absolute Error | 18.
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| Pearson Correlation | 0.
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| Spearman Correlation | 0.69 |
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| R² (R-Squared) | -1.
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</details>
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| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| fibroblast | 0.96 | 0.
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| endothelial cell | 0.
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| macrophage | 0.
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| T cell | 0.
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| mesenchymal stem cell | 0.
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| myofibroblast cell | 0.
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| mature NK T cell | 0.
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| neutrophil | 0.
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| leukocyte | 0.
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| plasma cell | 0.
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| B cell | 0.
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| smooth muscle cell | 0.
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</details>
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| Metric | Training Value | Validation Value |
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|-------------------------|----------------|------------------|
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| Mean Absolute Error | 1.32 | 1.33 |
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| Pearson Correlation | 0.83 | 0.83 |
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| Spearman Correlation | 0.81 | 0.82 |
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| R² (R-Squared) | 0.61 | 0.59 |
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The gene-wise coefficient of variation summarizes how well variation between different genes is
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preserved by the generated model expression. This value is usually quite high.
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| Metric | Training Value |
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|-------------------------|----------------|
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| Mean Absolute Error | 18.21 |
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| Pearson Correlation | 0.65 |
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| Spearman Correlation | 0.69 |
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| R² (R-Squared) | -1.21 |
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</details>
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| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |
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| --- | --- | --- | --- | --- | --- | --- | --- |
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| fibroblast | 0.96 | 0.40 | 0.84 | 0.98 | 0.35 | 0.92 | 8459.00 |
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| endothelial cell | 0.89 | 0.59 | 0.80 | 0.97 | 0.43 | 0.92 | 3748.00 |
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| macrophage | 0.86 | 0.68 | 0.74 | 0.96 | 0.41 | 0.92 | 2807.00 |
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| T cell | 0.94 | 1.51 | 0.65 | 0.89 | 0.26 | 0.86 | 1715.00 |
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| mesenchymal stem cell | 0.91 | 1.03 | 0.71 | 0.94 | 0.41 | 0.89 | 1311.00 |
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| myofibroblast cell | 0.95 | 1.58 | 0.69 | 0.90 | 0.28 | 0.82 | 982.00 |
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| mature NK T cell | 0.89 | 2.42 | 0.63 | 0.85 | 0.29 | 0.81 | 572.00 |
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| neutrophil | 0.89 | 3.08 | 0.69 | 0.78 | 0.20 | 0.92 | 440.00 |
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| leukocyte | 0.52 | 5.05 | 0.51 | 0.68 | 0.17 | 0.73 | 160.00 |
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| plasma cell | 0.69 | 4.79 | 0.56 | 0.60 | 0.25 | 0.75 | 26.00 |
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| B cell | 0.25 | 10.46 | 0.34 | 0.37 | 0.20 | 0.72 | 23.00 |
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| smooth muscle cell | 0.77 | 5.36 | 0.58 | 0.55 | 0.32 | 0.65 | 16.00 |
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</details>
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