| { | |
| "query_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| acinar cell of salivary gland | 1210 | 0.96 | 0.94 | 0.97 | 0.96 | 0.00 | 0.91 | 0.97 | 0.97 | 0.98 |\n| B cell | 532 | 1.00 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| fibroblast | 455 | 0.97 | 0.94 | 0.97 | 0.94 | 0.00 | 0.96 | 0.96 | 0.96 | 0.97 |\n| CD8-positive, alpha-beta T cell | 385 | 0.92 | 0.89 | 0.94 | 0.91 | 0.00 | 0.90 | 0.90 | 0.91 | 0.94 |\n| duct epithelial cell | 385 | 0.87 | 0.78 | 0.94 | 0.84 | 0.00 | 0.77 | 0.88 | 0.89 | 0.91 |\n| CD4-positive, alpha-beta T cell | 175 | 0.89 | 0.87 | 0.87 | 0.87 | 0.00 | 0.86 | 0.88 | 0.90 | 0.91 |\n| endothelial cell | 160 | 0.95 | 0.90 | 0.95 | 0.90 | 0.00 | 0.94 | 0.94 | 0.93 | 0.96 |\n| macrophage | 169 | 0.91 | 0.72 | 0.92 | 0.82 | 0.00 | 0.90 | 0.94 | 0.95 | 0.95 |\n| basal cell | 101 | 0.89 | 0.91 | 0.93 | 0.88 | 0.00 | 0.86 | 0.87 | 0.90 | 0.91 |\n| tissue-resident macrophage | 76 | 0.88 | 0.00 | 0.89 | 0.67 | 0.00 | 0.82 | 0.89 | 0.90 | 0.95 |\n| plasma cell | 49 | 0.92 | 0.96 | 0.94 | 0.98 | 0.00 | 0.96 | 0.98 | 0.96 | 0.98 |\n| endothelial cell of lymphatic vessel | 48 | 0.89 | 0.72 | 0.92 | 0.74 | 0.00 | 0.84 | 0.87 | 0.84 | 0.93 |\n| adventitial cell | 56 | 0.86 | 0.24 | 0.76 | 0.62 | 0.00 | 0.75 | 0.79 | 0.80 | 0.83 |\n| vascular associated smooth muscle cell | 48 | 0.99 | 0.99 | 0.97 | 0.95 | 0.00 | 0.97 | 0.98 | 0.98 | 0.99 |\n| neutrophil | 23 | 0.94 | 0.90 | 1.00 | 0.94 | 0.00 | 0.94 | 0.98 | 0.98 | 0.96 |\n| myoepithelial cell | 22 | 0.91 | 0.84 | 0.91 | 0.91 | 0.00 | 0.81 | 0.88 | 0.86 | 0.92 |\n| T cell | 24 | 0.60 | 0.15 | 0.51 | 0.56 | 0.00 | 0.47 | 0.53 | 0.59 | 0.62 |\n| ionocyte | 14 | 0.75 | 0.75 | 0.88 | 0.60 | 0.00 | 0.63 | 0.86 | 0.81 | 0.85 |\n| endothelial cell of artery | 9 | 0.67 | 0.56 | 0.62 | 0.46 | 0.00 | 0.59 | 0.90 | 0.67 | 0.78 |\n| monocyte | 12 | 0.55 | 0.57 | 0.52 | 0.48 | 0.00 | 0.57 | 0.65 | 0.58 | 0.59 |\n| natural killer cell | 7 | 0.50 | 0.62 | 0.77 | 0.40 | 0.00 | 0.50 | 0.61 | 0.52 | 0.71 |\n| mast cell | 4 | 0.00 | 0.73 | 0.60 | 0.67 | 0.00 | 0.67 | 0.57 | 0.80 | 0.67 |\n| classical monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.12 | 0.22 | 0.17 | 0.00 |\n| intermediate monocyte | 8 | 0.00 | 0.00 | 0.17 | 0.31 | 0.00 | 0.00 | 0.17 | 0.18 | 0.00 |\n| mature NK T cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.57 | 0.00 | 0.00 | 0.00 |\n| leukocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| pericyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| salivary gland cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| myeloid dendritic cell | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |\n| non-classical monocyte | 0 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 |", | |
| "ref_accuracy": "| Cell Type | N cells | celltypist | knn bbknn | knn harmony | knn on scvi | onclass | scanvi | svm | xgboost | Consensus Prediction |\n| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |\n| acinar cell of salivary gland | 11027 | 0.96 | 0.93 | 0.98 | 0.97 | 0.00 | 0.94 | 0.96 | 0.96 | 0.98 |\n| B cell | 4416 | 0.99 | 0.99 | 0.99 | 0.99 | 0.00 | 0.99 | 1.00 | 0.99 | 1.00 |\n| fibroblast | 4012 | 0.97 | 0.94 | 0.98 | 0.97 | 0.00 | 0.97 | 0.97 | 0.97 | 0.99 |\n| CD8-positive, alpha-beta T cell | 3680 | 0.91 | 0.86 | 0.95 | 0.93 | 0.00 | 0.90 | 0.91 | 0.92 | 0.94 |\n| duct epithelial cell | 3504 | 0.86 | 0.75 | 0.95 | 0.90 | 0.00 | 0.82 | 0.87 | 0.88 | 0.92 |\n| CD4-positive, alpha-beta T cell | 1711 | 0.89 | 0.85 | 0.92 | 0.89 | 0.00 | 0.89 | 0.90 | 0.91 | 0.92 |\n| endothelial cell | 1469 | 0.94 | 0.88 | 0.96 | 0.94 | 0.00 | 0.96 | 0.97 | 0.97 | 0.98 |\n| macrophage | 1454 | 0.89 | 0.71 | 0.95 | 0.95 | 0.00 | 0.96 | 0.97 | 0.98 | 0.98 |\n| basal cell | 1081 | 0.92 | 0.92 | 0.96 | 0.93 | 0.00 | 0.91 | 0.95 | 0.94 | 0.96 |\n| tissue-resident macrophage | 578 | 0.81 | 0.00 | 0.93 | 0.92 | 0.00 | 0.88 | 0.89 | 0.90 | 0.94 |\n| plasma cell | 534 | 0.94 | 0.96 | 0.98 | 0.98 | 0.00 | 0.97 | 0.99 | 0.98 | 0.99 |\n| endothelial cell of lymphatic vessel | 498 | 0.91 | 0.66 | 0.94 | 0.88 | 0.00 | 0.93 | 0.94 | 0.95 | 0.97 |\n| adventitial cell | 404 | 0.84 | 0.21 | 0.87 | 0.74 | 0.00 | 0.80 | 0.81 | 0.82 | 0.94 |\n| vascular associated smooth muscle cell | 355 | 0.96 | 0.96 | 0.96 | 0.98 | 0.00 | 0.97 | 0.96 | 0.97 | 0.97 |\n| neutrophil | 220 | 0.93 | 0.91 | 0.97 | 0.93 | 0.00 | 0.93 | 0.98 | 0.96 | 0.97 |\n| myoepithelial cell | 194 | 0.91 | 0.90 | 0.94 | 0.93 | 0.00 | 0.80 | 0.90 | 0.90 | 0.94 |\n| T cell | 169 | 0.65 | 0.23 | 0.76 | 0.71 | 0.00 | 0.64 | 0.82 | 0.85 | 0.87 |\n| ionocyte | 128 | 0.88 | 0.86 | 0.93 | 0.70 | 0.00 | 0.73 | 0.93 | 0.88 | 0.94 |\n| endothelial cell of artery | 107 | 0.76 | 0.60 | 0.92 | 0.58 | 0.00 | 0.82 | 0.93 | 0.92 | 0.92 |\n| monocyte | 87 | 0.50 | 0.51 | 0.66 | 0.58 | 0.00 | 0.81 | 0.88 | 0.93 | 0.88 |\n| natural killer cell | 66 | 0.44 | 0.42 | 0.61 | 0.48 | 0.00 | 0.47 | 0.55 | 0.63 | 0.69 |\n| mast cell | 41 | 0.00 | 0.73 | 0.73 | 0.64 | 0.00 | 0.86 | 1.00 | 0.99 | 0.99 |\n| classical monocyte | 35 | 0.00 | 0.00 | 0.44 | 0.37 | 0.00 | 0.80 | 0.99 | 0.99 | 0.87 |\n| intermediate monocyte | 34 | 0.00 | 0.00 | 0.55 | 0.48 | 0.00 | 0.77 | 0.92 | 0.94 | 0.94 |\n| mature NK T cell | 21 | 0.00 | 0.00 | 0.09 | 0.31 | 0.00 | 0.54 | 0.84 | 0.79 | 0.69 |\n| leukocyte | 6 | 0.00 | 0.00 | 0.92 | 0.57 | 0.00 | 0.55 | 1.00 | 1.00 | 1.00 |\n| pericyte | 3 | 0.00 | 0.00 | 0.33 | 0.57 | 0.00 | 0.00 | 1.00 | 1.00 | 0.50 |\n| salivary gland cell | 2 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.07 | 1.00 | 0.80 | 0.67 |\n| myeloid dendritic cell | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 0.50 | 1.00 | 0.00 |\n| non-classical monocyte | 1 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.50 | 1.00 | 1.00 | 1.00 |" | |
| } |