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adata.h5ad

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lightning_logs/version_2/events.out.tfevents.1733434470.Yoseflab-R13B.337477.1

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metrics.json

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 {
-    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.40  | 1.50           |\n| Pearson Correlation | 0.76  | 0.73  |\n| Spearman Correlation | 0.71 | 0.70  |\n| R\u00b2 (R-Squared) | 0.38  | 0.27      |",
-    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 18.26   |\n| Pearson Correlation | 0.65  |\n| Spearman Correlation | 0.74 |\n| R\u00b2 (R-Squared) | 0.01  |",
-    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 0.95 | 0.71 | 0.82 | 0.94 | 0.38 | 0.84 | 14148.00 |\n| skeletal muscle satellite stem cell | 0.92 | 1.35 | 0.64 | 0.87 | 0.34 | 0.77 | 4831.00 |\n| endothelial cell of vascular tree | 0.94 | 1.52 | 0.67 | 0.88 | 0.32 | 0.78 | 3602.00 |\n| capillary endothelial cell | 0.91 | 2.31 | 0.61 | 0.81 | 0.32 | 0.75 | 2015.00 |\n| macrophage | 0.77 | 2.00 | 0.71 | 0.88 | 0.35 | 0.81 | 1989.00 |\n| pericyte | 0.92 | 2.08 | 0.67 | 0.85 | 0.34 | 0.74 | 1794.00 |\n| CD8-positive, alpha-beta T cell | 0.71 | 4.54 | 0.62 | 0.76 | 0.22 | 0.78 | 536.00 |\n| T cell | 0.91 | 4.95 | 0.52 | 0.59 | 0.32 | 0.76 | 407.00 |\n| fast muscle cell | 0.86 | 4.83 | 0.61 | 0.60 | 0.27 | 0.89 | 266.00 |\n| tendon cell | 0.76 | 4.82 | 0.52 | 0.56 | 0.36 | 0.66 | 234.00 |\n| CD4-positive, alpha-beta T cell | 0.77 | 5.09 | 0.61 | 0.69 | 0.27 | 0.73 | 221.00 |\n| slow muscle cell | 0.83 | 4.58 | 0.62 | 0.59 | 0.28 | 0.87 | 163.00 |\n| mature NK T cell | 0.71 | 5.32 | 0.65 | 0.72 | 0.26 | 0.72 | 137.00 |\n| endothelial cell of lymphatic vessel | 0.69 | 4.96 | 0.57 | 0.58 | 0.31 | 0.63 | 134.00 |\n| endothelial cell of artery | 0.72 | 4.67 | 0.59 | 0.59 | 0.39 | 0.74 | 133.00 |\n| smooth muscle cell | 0.74 | 4.99 | 0.59 | 0.57 | 0.34 | 0.75 | 58.00 |\n| mast cell | 0.66 | 6.51 | 0.52 | 0.50 | 0.25 | 0.76 | 46.00 |\n| erythrocyte | 0.23 | 4.62 | 0.33 | 0.41 | 0.45 | 0.96 | 20.00 |\n| mesothelial cell | 0.31 | 6.53 | 0.40 | 0.31 | 0.40 | 0.73 | 12.00 |"
+    "cell_wise_cv": "| Metric                  | Training Value | Validation Value |\n|-------------------------|----------------|------------------|\n| Mean Absolute Error | 1.40  | 1.48           |\n| Pearson Correlation | 0.75  | 0.74  |\n| Spearman Correlation | 0.71 | 0.70  |\n| R\u00b2 (R-Squared) | 0.37  | 0.30      |",
+    "gene_wise_cv": "| Metric                  | Training Value |\n|-------------------------|----------------|\n| Mean Absolute Error | 18.24   |\n| Pearson Correlation | 0.65  |\n| Spearman Correlation | 0.74 |\n| R\u00b2 (R-Squared) | 0.01  |",
+    "diff_exp": "| Index | gene_f1 | lfc_mae | lfc_pearson | lfc_spearman | roc_auc | pr_auc | n_cells |\n| --- | --- | --- | --- | --- | --- | --- | --- |\n| mesenchymal stem cell | 0.95 | 0.67 | 0.86 | 0.94 | 0.38 | 0.84 | 14148.00 |\n| skeletal muscle satellite stem cell | 0.91 | 1.30 | 0.65 | 0.89 | 0.34 | 0.77 | 4831.00 |\n| endothelial cell of vascular tree | 0.94 | 1.58 | 0.64 | 0.88 | 0.32 | 0.78 | 3602.00 |\n| capillary endothelial cell | 0.89 | 2.18 | 0.63 | 0.80 | 0.32 | 0.75 | 2015.00 |\n| macrophage | 0.77 | 2.06 | 0.69 | 0.88 | 0.35 | 0.81 | 1989.00 |\n| pericyte | 0.92 | 2.09 | 0.68 | 0.85 | 0.34 | 0.74 | 1794.00 |\n| CD8-positive, alpha-beta T cell | 0.70 | 4.48 | 0.62 | 0.76 | 0.23 | 0.78 | 536.00 |\n| T cell | 0.88 | 4.94 | 0.52 | 0.60 | 0.32 | 0.76 | 407.00 |\n| fast muscle cell | 0.87 | 4.78 | 0.62 | 0.60 | 0.27 | 0.89 | 266.00 |\n| tendon cell | 0.70 | 4.77 | 0.53 | 0.57 | 0.36 | 0.66 | 234.00 |\n| CD4-positive, alpha-beta T cell | 0.81 | 5.02 | 0.62 | 0.70 | 0.26 | 0.72 | 221.00 |\n| slow muscle cell | 0.84 | 4.50 | 0.63 | 0.61 | 0.24 | 0.86 | 163.00 |\n| mature NK T cell | 0.75 | 5.37 | 0.64 | 0.71 | 0.25 | 0.72 | 137.00 |\n| endothelial cell of lymphatic vessel | 0.67 | 5.03 | 0.56 | 0.57 | 0.31 | 0.63 | 134.00 |\n| endothelial cell of artery | 0.77 | 4.45 | 0.62 | 0.61 | 0.38 | 0.74 | 133.00 |\n| smooth muscle cell | 0.69 | 5.21 | 0.58 | 0.55 | 0.35 | 0.75 | 58.00 |\n| mast cell | 0.63 | 6.51 | 0.51 | 0.50 | 0.26 | 0.77 | 46.00 |\n| erythrocyte | 0.19 | 4.68 | 0.32 | 0.41 | 0.55 | 0.97 | 20.00 |\n| mesothelial cell | 0.36 | 6.47 | 0.42 | 0.33 | 0.40 | 0.73 | 12.00 |"
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model.pt

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