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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.
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| Pearson Correlation | 0.89 | 0.87 |
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| Spearman Correlation | 0.88 | 0.86 |
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| R² (R-Squared) | 0.76 | 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 | 17.
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| Pearson Correlation | 0.
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| Spearman Correlation | 0.
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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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| epithelial cell | 0.
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| basal cell of prostate epithelium | 0.93 | 0.
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| CD8-positive, alpha-beta T cell | 0.92 | 2.
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| endothelial cell | 0.81 |
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| mature NK T cell | 0.87 | 4.
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| macrophage | 0.
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| club cell | 0.77 | 2.
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| smooth muscle cell | 0.
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| fibroblast | 0.
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| luminal cell of prostate epithelium | 0.
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| erythroid progenitor cell | 0.
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| monocyte | 0.
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| stromal 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 | 1.94 | 2.12 |
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| Pearson Correlation | 0.89 | 0.87 |
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| Spearman Correlation | 0.88 | 0.86 |
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| R² (R-Squared) | 0.76 | 0.71 |
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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 | 17.66 |
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| Pearson Correlation | 0.65 |
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| Spearman Correlation | 0.67 |
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| R² (R-Squared) | -1.56 |
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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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| epithelial cell | 0.96 | 0.88 | 0.64 | 0.90 | 0.13 | 0.85 | 6637.00 |
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| basal cell of prostate epithelium | 0.93 | 0.77 | 0.66 | 0.93 | 0.48 | 0.89 | 3198.00 |
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| CD8-positive, alpha-beta T cell | 0.92 | 2.89 | 0.64 | 0.83 | 0.30 | 0.82 | 1081.00 |
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| endothelial cell | 0.81 | 3.28 | 0.61 | 0.81 | 0.49 | 0.86 | 471.00 |
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| mature NK T cell | 0.87 | 4.37 | 0.56 | 0.73 | 0.35 | 0.78 | 430.00 |
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| macrophage | 0.87 | 3.15 | 0.66 | 0.83 | 0.44 | 0.84 | 317.00 |
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| club cell | 0.77 | 2.33 | 0.60 | 0.79 | 0.51 | 0.80 | 290.00 |
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| smooth muscle cell | 0.83 | 3.19 | 0.64 | 0.81 | 0.50 | 0.83 | 285.00 |
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| fibroblast | 0.85 | 3.50 | 0.67 | 0.79 | 0.47 | 0.80 | 207.00 |
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| luminal cell of prostate epithelium | 0.70 | 4.12 | 0.62 | 0.71 | 0.48 | 0.76 | 60.00 |
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| erythroid progenitor cell | 0.43 | 5.23 | 0.39 | 0.36 | 0.38 | 0.95 | 52.00 |
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| monocyte | 0.62 | 4.99 | 0.71 | 0.80 | 0.22 | 0.65 | 33.00 |
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| stromal cell | 0.32 | 7.62 | 0.47 | 0.53 | 0.23 | 0.47 | 32.00 |
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</details>
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