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singleenc_canvas_meta_sampler05.predict.log

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+Tail audit DF: predicted_count=4, mean_probability=0.012927, max_probability=0.993772
+Tail audit INF: predicted_count=7, mean_probability=0.016148, max_probability=0.827939
+Saved predictions: /marimo/single_encoder_split_submissions/singleenc_canvas_meta_sampler05.csv

singleenc_canvas_meta_sampler05/confusion_matrix.csv

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+,AKIEC,BCC,BEN_OTH,BKL,DF,INF,MAL_OTH,MEL,NV,SCCKA,VASC
+AKIEC,48,6,0,3,0,0,0,0,0,4,0
+BCC,54,384,4,22,4,2,0,6,2,21,5
+BEN_OTH,0,2,3,1,0,1,0,1,1,0,0
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+DF,0,0,0,2,5,0,0,0,2,1,0
+INF,0,3,1,0,0,4,0,0,1,0,1
+MAL_OTH,0,0,0,0,0,0,0,0,1,1,0
+MEL,4,7,1,7,0,1,0,35,33,1,1
+NV,1,2,1,6,2,0,0,13,121,1,2
+SCCKA,22,14,0,6,0,0,0,0,0,53,0
+VASC,0,1,0,0,0,0,0,0,0,0,8

singleenc_canvas_meta_sampler05/confusion_matrix_raw.csv

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+,AKIEC,BCC,BEN_OTH,BKL,DF,INF,MAL_OTH,MEL,NV,SCCKA,VASC
+AKIEC,48,6,0,3,0,0,0,0,0,4,0
+BCC,54,384,4,22,4,2,0,6,2,21,5
+BEN_OTH,0,2,3,1,0,1,0,1,1,0,0
+BKL,16,24,0,43,0,1,0,6,8,11,0
+DF,0,0,0,2,5,0,0,0,2,1,0
+INF,0,3,1,0,0,4,0,0,1,0,1
+MAL_OTH,0,0,0,0,0,0,0,0,1,1,0
+MEL,4,7,1,7,0,1,0,35,33,1,1
+NV,1,2,1,6,2,0,0,13,121,1,2
+SCCKA,22,14,0,6,0,0,0,0,0,53,0
+VASC,0,1,0,0,0,0,0,0,0,0,8

singleenc_canvas_meta_sampler05/data_summary.json

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singleenc_canvas_meta_sampler05/metrics.json

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singleenc_canvas_meta_sampler05/per_class_metrics.csv

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singleenc_canvas_meta_sampler05/per_class_metrics_raw.csv

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singleenc_canvas_meta_sampler05/prediction_summary.json

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singleenc_canvas_meta_sampler05/run_config.json

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+      "hand",
+      "head_neck_face",
+      "lower_extremity",
+      "trunk",
+      "unknown",
+      "upper_extremity"
+    ],
+    "monet_columns": [
+      "MONET_erythema",
+      "MONET_gel_water_drop_fluid_dermoscopy_liquid",
+      "MONET_hair",
+      "MONET_pigmented",
+      "MONET_skin_markings_pen_ink_purple_pen",
+      "MONET_ulceration_crust",
+      "MONET_vasculature_vessels"
+    ]
+  },
+  "model_type": "DualEffB2MetadataClassifier",
+  "train_size": 4192,
+  "val_size": 1048,
+  "fold": null,
+  "metadata_fusion": "concat",
+  "image_fusion": "single_encoder_canvas",
+  "clinical_backbone": "timm efficientnet_b2",
+  "dermoscopic_backbone": "timm efficientnet_b2",
+  "paths": {
+    "output_dir": "/marimo/single_encoder_split_runs/singleenc_canvas_meta_sampler05",
+    "data_dir": "/marimo/milk10k",
+    "dermoscopic_mask_dir": "None",
+    "clinical_checkpoint": "None",
+    "dermoscopic_checkpoint": "None",
+    "resume_checkpoint": "None",
+    "augmented_data_dir": "None"
+  }
+}

singleenc_canvas_meta_sampler05/split_summary.md

@@ -0,0 +1,66 @@
+# Split Summary
+
+## Full
+
+- rows: 5240
+- real_rows: 5240
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 303 | 0 |
+| BCC | 2522 | 0 |
+| BEN_OTH | 44 | 0 |
+| BKL | 544 | 0 |
+| DF | 52 | 0 |
+| INF | 50 | 0 |
+| MAL_OTH | 9 | 0 |
+| MEL | 450 | 0 |
+| NV | 746 | 0 |
+| SCCKA | 473 | 0 |
+| VASC | 47 | 0 |
+
+## Train
+
+- rows: 4192
+- real_rows: 4192
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 242 | 0 |
+| BCC | 2018 | 0 |
+| BEN_OTH | 35 | 0 |
+| BKL | 435 | 0 |
+| DF | 42 | 0 |
+| INF | 40 | 0 |
+| MAL_OTH | 7 | 0 |
+| MEL | 360 | 0 |
+| NV | 597 | 0 |
+| SCCKA | 378 | 0 |
+| VASC | 38 | 0 |
+
+## Val
+
+- rows: 1048
+- real_rows: 1048
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 61 | 0 |
+| BCC | 504 | 0 |
+| BEN_OTH | 9 | 0 |
+| BKL | 109 | 0 |
+| DF | 10 | 0 |
+| INF | 10 | 0 |
+| MAL_OTH | 2 | 0 |
+| MEL | 90 | 0 |
+| NV | 149 | 0 |
+| SCCKA | 95 | 0 |
+| VASC | 9 | 0 |
+
+- synthetic_train_only: False

singleenc_pool_meta_sampler05.predict.log

@@ -0,0 +1,4 @@
+
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 98%|█████████▊| 59/60 [00:02<00:00, 48.19it/s]
                                               
+Tail audit DF: predicted_count=2, mean_probability=0.005727, max_probability=0.959800
+Tail audit INF: predicted_count=4, mean_probability=0.006766, max_probability=0.956292
+Saved predictions: /marimo/single_encoder_split_submissions/singleenc_pool_meta_sampler05.csv

singleenc_pool_meta_sampler05/confusion_analysis.json

@@ -0,0 +1,747 @@
+{
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singleenc_pool_meta_sampler05/confusion_matrix.csv

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+VASC,0,1,0,0,0,0,0,0,2,0,6

singleenc_pool_meta_sampler05/confusion_matrix_raw.csv

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singleenc_pool_meta_sampler05/metrics.json

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singleenc_pool_meta_sampler05/per_class_metrics.csv

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singleenc_pool_meta_sampler05/per_class_metrics_raw.csv

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singleenc_pool_meta_sampler05/prediction_summary.json

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singleenc_pool_meta_sampler05/run_diagnostics.json

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+          "rate_of_true": 0.13333333333333333
+        },
+        {
+          "true": "MEL",
+          "predicted": "BKL",
+          "count": 9,
+          "rate_of_true": 0.1
+        },
+        {
+          "true": "MEL",
+          "predicted": "BEN_OTH",
+          "count": 1,
+          "rate_of_true": 0.011111111111111112
+        },
+        {
+          "true": "MEL",
+          "predicted": "SCCKA",
+          "count": 1,
+          "rate_of_true": 0.011111111111111112
+        }
+      ],
+      "NV": [
+        {
+          "true": "NV",
+          "predicted": "MEL",
+          "count": 24,
+          "rate_of_true": 0.1610738255033557
+        },
+        {
+          "true": "NV",
+          "predicted": "BCC",
+          "count": 6,
+          "rate_of_true": 0.040268456375838924
+        },
+        {
+          "true": "NV",
+          "predicted": "BKL",
+          "count": 6,
+          "rate_of_true": 0.040268456375838924
+        },
+        {
+          "true": "NV",
+          "predicted": "BEN_OTH",
+          "count": 1,
+          "rate_of_true": 0.006711409395973154
+        }
+      ],
+      "SCCKA": [
+        {
+          "true": "SCCKA",
+          "predicted": "BCC",
+          "count": 17,
+          "rate_of_true": 0.17894736842105263
+        },
+        {
+          "true": "SCCKA",
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+          "count": 12,
+          "rate_of_true": 0.12631578947368421
+        },
+        {
+          "true": "SCCKA",
+          "predicted": "AKIEC",
+          "count": 10,
+          "rate_of_true": 0.10526315789473684
+        }
+      ],
+      "VASC": [
+        {
+          "true": "VASC",
+          "predicted": "NV",
+          "count": 2,
+          "rate_of_true": 0.2222222222222222
+        },
+        {
+          "true": "VASC",
+          "predicted": "BCC",
+          "count": 1,
+          "rate_of_true": 0.1111111111111111
+        }
+      ]
+    },
+    "false_positives_by_predicted_class": {
+      "AKIEC": [
+        {
+          "predicted": "AKIEC",
+          "true": "BCC",
+          "count": 22,
+          "rate_of_predicted": 0.25882352941176473
+        },
+        {
+          "predicted": "AKIEC",
+          "true": "BKL",
+          "count": 14,
+          "rate_of_predicted": 0.16470588235294117
+        },
+        {
+          "predicted": "AKIEC",
+          "true": "SCCKA",
+          "count": 10,
+          "rate_of_predicted": 0.11764705882352941
+        },
+        {
+          "predicted": "AKIEC",
+          "true": "BEN_OTH",
+          "count": 1,
+          "rate_of_predicted": 0.011764705882352941
+        },
+        {
+          "predicted": "AKIEC",
+          "true": "DF",
+          "count": 1,
+          "rate_of_predicted": 0.011764705882352941
+        },
+        {
+          "predicted": "AKIEC",
+          "true": "INF",
+          "count": 1,
+          "rate_of_predicted": 0.011764705882352941
+        }
+      ],
+      "BCC": [
+        {
+          "predicted": "BCC",
+          "true": "BKL",
+          "count": 29,
+          "rate_of_predicted": 0.0562015503875969
+        },
+        {
+          "predicted": "BCC",
+          "true": "SCCKA",
+          "count": 17,
+          "rate_of_predicted": 0.03294573643410853
+        },
+        {
+          "predicted": "BCC",
+          "true": "MEL",
+          "count": 12,
+          "rate_of_predicted": 0.023255813953488372
+        },
+        {
+          "predicted": "BCC",
+          "true": "INF",
+          "count": 7,
+          "rate_of_predicted": 0.013565891472868217
+        },
+        {
+          "predicted": "BCC",
+          "true": "AKIEC",
+          "count": 6,
+          "rate_of_predicted": 0.011627906976744186
+        },
+        {
+          "predicted": "BCC",
+          "true": "NV",
+          "count": 6,
+          "rate_of_predicted": 0.011627906976744186
+        },
+        {
+          "predicted": "BCC",
+          "true": "BEN_OTH",
+          "count": 2,
+          "rate_of_predicted": 0.003875968992248062
+        },
+        {
+          "predicted": "BCC",
+          "true": "DF",
+          "count": 1,
+          "rate_of_predicted": 0.001937984496124031
+        },
+        {
+          "predicted": "BCC",
+          "true": "MAL_OTH",
+          "count": 1,
+          "rate_of_predicted": 0.001937984496124031
+        },
+        {
+          "predicted": "BCC",
+          "true": "VASC",
+          "count": 1,
+          "rate_of_predicted": 0.001937984496124031
+        }
+      ],
+      "BEN_OTH": [
+        {
+          "predicted": "BEN_OTH",
+          "true": "BKL",
+          "count": 1,
+          "rate_of_predicted": 0.25
+        },
+        {
+          "predicted": "BEN_OTH",
+          "true": "MEL",
+          "count": 1,
+          "rate_of_predicted": 0.25
+        },
+        {
+          "predicted": "BEN_OTH",
+          "true": "NV",
+          "count": 1,
+          "rate_of_predicted": 0.25
+        }
+      ],
+      "BKL": [
+        {
+          "predicted": "BKL",
+          "true": "SCCKA",
+          "count": 12,
+          "rate_of_predicted": 0.1348314606741573
+        },
+        {
+          "predicted": "BKL",
+          "true": "BCC",
+          "count": 11,
+          "rate_of_predicted": 0.12359550561797752
+        },
+        {
+          "predicted": "BKL",
+          "true": "MEL",
+          "count": 9,
+          "rate_of_predicted": 0.10112359550561797
+        },
+        {
+          "predicted": "BKL",
+          "true": "AKIEC",
+          "count": 8,
+          "rate_of_predicted": 0.0898876404494382
+        },
+        {
+          "predicted": "BKL",
+          "true": "NV",
+          "count": 6,
+          "rate_of_predicted": 0.06741573033707865
+        },
+        {
+          "predicted": "BKL",
+          "true": "BEN_OTH",
+          "count": 1,
+          "rate_of_predicted": 0.011235955056179775
+        }
+      ],
+      "DF": [],
+      "INF": [
+        {
+          "predicted": "INF",
+          "true": "BCC",
+          "count": 1,
+          "rate_of_predicted": 0.3333333333333333
+        }
+      ],
+      "MAL_OTH": [],
+      "MEL": [
+        {
+          "predicted": "MEL",
+          "true": "NV",
+          "count": 24,
+          "rate_of_predicted": 0.2926829268292683
+        },
+        {
+          "predicted": "MEL",
+          "true": "BKL",
+          "count": 9,
+          "rate_of_predicted": 0.10975609756097561
+        },
+        {
+          "predicted": "MEL",
+          "true": "BEN_OTH",
+          "count": 3,
+          "rate_of_predicted": 0.036585365853658534
+        },
+        {
+          "predicted": "MEL",
+          "true": "BCC",
+          "count": 2,
+          "rate_of_predicted": 0.024390243902439025
+        },
+        {
+          "predicted": "MEL",
+          "true": "AKIEC",
+          "count": 1,
+          "rate_of_predicted": 0.012195121951219513
+        },
+        {
+          "predicted": "MEL",
+          "true": "DF",
+          "count": 1,
+          "rate_of_predicted": 0.012195121951219513
+        }
+      ],
+      "NV": [
+        {
+          "predicted": "NV",
+          "true": "MEL",
+          "count": 25,
+          "rate_of_predicted": 0.16666666666666666
+        },
+        {
+          "predicted": "NV",
+          "true": "BKL",
+          "count": 6,
+          "rate_of_predicted": 0.04
+        },
+        {
+          "predicted": "NV",
+          "true": "BCC",
+          "count": 2,
+          "rate_of_predicted": 0.013333333333333334
+        },
+        {
+          "predicted": "NV",
+          "true": "DF",
+          "count": 2,
+          "rate_of_predicted": 0.013333333333333334
+        },
+        {
+          "predicted": "NV",
+          "true": "VASC",
+          "count": 2,
+          "rate_of_predicted": 0.013333333333333334
+        },
+        {
+          "predicted": "NV",
+          "true": "BEN_OTH",
+          "count": 1,
+          "rate_of_predicted": 0.006666666666666667
+        }
+      ],
+      "SCCKA": [
+        {
+          "predicted": "SCCKA",
+          "true": "BCC",
+          "count": 32,
+          "rate_of_predicted": 0.29357798165137616
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "AKIEC",
+          "count": 10,
+          "rate_of_predicted": 0.09174311926605505
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "BKL",
+          "count": 8,
+          "rate_of_predicted": 0.07339449541284404
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "DF",
+          "count": 1,
+          "rate_of_predicted": 0.009174311926605505
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "MAL_OTH",
+          "count": 1,
+          "rate_of_predicted": 0.009174311926605505
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "MEL",
+          "count": 1,
+          "rate_of_predicted": 0.009174311926605505
+        }
+      ],
+      "VASC": []
+    },
+    "top_confusion_pairs": [
+      {
+        "true": "BCC",
+        "predicted": "SCCKA",
+        "count": 32,
+        "rate_of_true": 0.06349206349206349
+      },
+      {
+        "true": "BKL",
+        "predicted": "BCC",
+        "count": 29,
+        "rate_of_true": 0.26605504587155965
+      },
+      {
+        "true": "MEL",
+        "predicted": "NV",
+        "count": 25,
+        "rate_of_true": 0.2777777777777778
+      },
+      {
+        "true": "NV",
+        "predicted": "MEL",
+        "count": 24,
+        "rate_of_true": 0.1610738255033557
+      },
+      {
+        "true": "BCC",
+        "predicted": "AKIEC",
+        "count": 22,
+        "rate_of_true": 0.04365079365079365
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BCC",
+        "count": 17,
+        "rate_of_true": 0.17894736842105263
+      },
+      {
+        "true": "BKL",
+        "predicted": "AKIEC",
+        "count": 14,
+        "rate_of_true": 0.12844036697247707
+      },
+      {
+        "true": "MEL",
+        "predicted": "BCC",
+        "count": 12,
+        "rate_of_true": 0.13333333333333333
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BKL",
+        "count": 12,
+        "rate_of_true": 0.12631578947368421
+      },
+      {
+        "true": "BCC",
+        "predicted": "BKL",
+        "count": 11,
+        "rate_of_true": 0.021825396825396824
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "SCCKA",
+        "count": 10,
+        "rate_of_true": 0.16393442622950818
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "AKIEC",
+        "count": 10,
+        "rate_of_true": 0.10526315789473684
+      },
+      {
+        "true": "BKL",
+        "predicted": "MEL",
+        "count": 9,
+        "rate_of_true": 0.08256880733944955
+      },
+      {
+        "true": "MEL",
+        "predicted": "BKL",
+        "count": 9,
+        "rate_of_true": 0.1
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "BKL",
+        "count": 8,
+        "rate_of_true": 0.13114754098360656
+      },
+      {
+        "true": "BKL",
+        "predicted": "SCCKA",
+        "count": 8,
+        "rate_of_true": 0.07339449541284404
+      },
+      {
+        "true": "INF",
+        "predicted": "BCC",
+        "count": 7,
+        "rate_of_true": 0.7
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "BCC",
+        "count": 6,
+        "rate_of_true": 0.09836065573770492
+      },
+      {
+        "true": "BKL",
+        "predicted": "NV",
+        "count": 6,
+        "rate_of_true": 0.05504587155963303
+      },
+      {
+        "true": "NV",
+        "predicted": "BCC",
+        "count": 6,
+        "rate_of_true": 0.040268456375838924
+      }
+    ],
+    "watched_confusion_patterns": [
+      {
+        "true": "BCC",
+        "predicted": "SCCKA",
+        "count": 32,
+        "rate_of_true": 0.06349206349206349
+      },
+      {
+        "true": "BCC",
+        "predicted": "AKIEC",
+        "count": 22,
+        "rate_of_true": 0.04365079365079365
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BKL",
+        "count": 12,
+        "rate_of_true": 0.12631578947368421
+      },
+      {
+        "true": "BCC",
+        "predicted": "BKL",
+        "count": 11,
+        "rate_of_true": 0.021825396825396824
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "SCCKA",
+        "count": 10,
+        "rate_of_true": 0.16393442622950818
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "AKIEC",
+        "count": 10,
+        "rate_of_true": 0.10526315789473684
+      },
+      {
+        "true": "BKL",
+        "predicted": "SCCKA",
+        "count": 8,
+        "rate_of_true": 0.07339449541284404
+      },
+      {
+        "true": "INF",
+        "predicted": "BCC",
+        "count": 7,
+        "rate_of_true": 0.7
+      }
+    ]
+  }
+}

singleenc_pool_meta_sampler05/run_report.md

@@ -0,0 +1,160 @@
+# MILK10k Run Report
+
+## Config Summary
+
+- fold: None
+- output_dir: /marimo/single_encoder_split_runs/singleenc_pool_meta_sampler05
+- backbone: efficientnet_b2
+- metadata_fusion: concat
+- image_fusion: shared_encoder_pool
+- loss: ce
+- class_weight: False
+- weighted_sampler: True
+- balance_mode: none
+- balance_head_ratio: 2.0
+- balance_tail_floor: 100
+- balance_min_source_count: 20
+- augmented_data_dir: None
+- dermoscopic_mask_dir: None
+- min_dermoscopic_mask_ratio: 0.01
+- augmented_classes: []
+- augmented_max_per_class: 0
+- freeze_metadata_head: False
+- zero_augmented_metadata: False
+
+## Final Metrics
+
+- accuracy: 0.7013358778625954
+- balanced_accuracy: 0.456562920678067
+- dice_macro: 0.4898087377057165
+- f1_macro: 0.4898087377057165
+- roc_auc_macro_ovr: 0.8960721407863715
+- top2_accuracy: 0.8778625954198473
+- top3_accuracy: 0.9341603053435115
+
+## Data Distribution
+
+### Train
+
+- rows: 4192
+- real_rows: 4192
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 242 | 0 |
+| BCC | 2018 | 0 |
+| BEN_OTH | 35 | 0 |
+| BKL | 435 | 0 |
+| DF | 42 | 0 |
+| INF | 40 | 0 |
+| MAL_OTH | 7 | 0 |
+| MEL | 360 | 0 |
+| NV | 597 | 0 |
+| SCCKA | 378 | 0 |
+| VASC | 38 | 0 |
+
+### Validation
+
+- rows: 1048
+- real_rows: 1048
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 61 | 0 |
+| BCC | 504 | 0 |
+| BEN_OTH | 9 | 0 |
+| BKL | 109 | 0 |
+| DF | 10 | 0 |
+| INF | 10 | 0 |
+| MAL_OTH | 2 | 0 |
+| MEL | 90 | 0 |
+| NV | 149 | 0 |
+| SCCKA | 95 | 0 |
+| VASC | 9 | 0 |
+
+## Per-Class Metrics
+
+| class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr | mean_correct_confidence |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| AKIEC | 61 | 0.423529 | 0.590164 | 0.950355 | 0.493151 | 0.92358 | 0.824212 |
+| BCC | 504 | 0.841085 | 0.861111 | 0.849265 | 0.85098 | 0.926358 | 0.913965 |
+| BEN_OTH | 9 | 0.25 | 0.111111 | 0.997113 | 0.153846 | 0.905785 | 0.834692 |
+| BKL | 109 | 0.47191 | 0.385321 | 0.949947 | 0.424242 | 0.795488 | 0.832611 |
+| DF | 10 | 1 | 0.4 | 1 | 0.571429 | 0.985742 | 0.683109 |
+| INF | 10 | 0.666667 | 0.2 | 0.999037 | 0.307692 | 0.921869 | 0.806394 |
+| MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.620459 |  |
+| MEL | 90 | 0.512195 | 0.466667 | 0.958246 | 0.488372 | 0.904384 | 0.888874 |
+| NV | 149 | 0.746667 | 0.751678 | 0.957731 | 0.749164 | 0.963935 | 0.930399 |
+| SCCKA | 95 | 0.513761 | 0.589474 | 0.944386 | 0.54902 | 0.926625 | 0.898608 |
+| VASC | 9 | 1 | 0.666667 | 1 | 0.8 | 0.982569 | 0.83998 |
+
+## Weak Classes
+
+| class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr | mean_correct_confidence |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.620459 |  |
+| BEN_OTH | 9 | 0.25 | 0.111111 | 0.997113 | 0.153846 | 0.905785 | 0.834692 |
+| INF | 10 | 0.666667 | 0.2 | 0.999037 | 0.307692 | 0.921869 | 0.806394 |
+| BKL | 109 | 0.47191 | 0.385321 | 0.949947 | 0.424242 | 0.795488 | 0.832611 |
+| MEL | 90 | 0.512195 | 0.466667 | 0.958246 | 0.488372 | 0.904384 | 0.888874 |
+
+## Prediction Distribution
+
+| class | pred_count | mean_prob |
+|---|---:|---:|
+| AKIEC | 85 | 0.0807 |
+| BCC | 516 | 0.4676 |
+| BEN_OTH | 4 | 0.0053 |
+| BKL | 89 | 0.1016 |
+| DF | 4 | 0.0039 |
+| INF | 3 | 0.0037 |
+| MAL_OTH | 0 | 0.0004 |
+| MEL | 82 | 0.0777 |
+| NV | 150 | 0.1417 |
+| SCCKA | 109 | 0.1112 |
+| VASC | 6 | 0.0063 |
+
+- mean_confidence: 0.8618848323822021
+- median_confidence: 0.9437005519866943
+- mean_top1_top2_gap: 0.7573769092559814
+- mean_entropy: 0.3766627907752991
+- low_confidence_rows: 37
+
+## Top Confusion Pairs
+
+| true | predicted | count | rate_of_true |
+|---|---|---:|---:|
+| BCC | SCCKA | 32 | 0.063 |
+| BKL | BCC | 29 | 0.266 |
+| MEL | NV | 25 | 0.278 |
+| NV | MEL | 24 | 0.161 |
+| BCC | AKIEC | 22 | 0.044 |
+| SCCKA | BCC | 17 | 0.179 |
+| BKL | AKIEC | 14 | 0.128 |
+| MEL | BCC | 12 | 0.133 |
+| SCCKA | BKL | 12 | 0.126 |
+| BCC | BKL | 11 | 0.022 |
+| AKIEC | SCCKA | 10 | 0.164 |
+| SCCKA | AKIEC | 10 | 0.105 |
+
+## Watched Confusion Patterns
+
+| true | predicted | count | rate_of_true |
+|---|---|---:|---:|
+| BCC | SCCKA | 32 | 0.063 |
+| BCC | AKIEC | 22 | 0.044 |
+| SCCKA | BKL | 12 | 0.126 |
+| BCC | BKL | 11 | 0.022 |
+| AKIEC | SCCKA | 10 | 0.164 |
+| SCCKA | AKIEC | 10 | 0.105 |
+| BKL | SCCKA | 8 | 0.073 |
+| INF | BCC | 7 | 0.700 |
+
+## Warnings
+
+- [high] bcc_boundary_drift: BCC -> AKIEC/BKL/SCCKA count is 65.
+- [medium] tiny_validation_support: MAL_OTH validation support is only 2.

singleenc_pool_nometa_clean.predict.log

@@ -0,0 +1,4 @@
+
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+Tail audit DF: predicted_count=3, mean_probability=0.008056, max_probability=0.468147
+Tail audit INF: predicted_count=1, mean_probability=0.012010, max_probability=0.257818
+Saved predictions: /marimo/single_encoder_split_submissions/singleenc_pool_nometa_clean.csv

singleenc_pool_nometa_clean/confusion_analysis.json

@@ -0,0 +1,742 @@
+{
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+      "rate_of_true": 0.2
+    }
+  ]
+}

singleenc_pool_nometa_clean/confusion_matrix.csv

@@ -0,0 +1,12 @@
+,AKIEC,BCC,BEN_OTH,BKL,DF,INF,MAL_OTH,MEL,NV,SCCKA,VASC
+AKIEC,12,25,0,16,0,0,0,1,0,7,0
+BCC,2,468,0,8,1,0,0,2,6,17,0
+BEN_OTH,0,2,1,4,0,0,0,0,2,0,0
+BKL,4,42,0,49,0,0,0,4,5,5,0
+DF,0,3,0,0,1,0,0,1,4,0,1
+INF,1,6,0,0,1,0,0,0,2,0,0
+MAL_OTH,0,1,0,0,0,0,0,0,0,1,0
+MEL,0,10,0,17,0,1,0,32,29,1,0
+NV,0,6,0,19,0,0,0,17,106,0,1
+SCCKA,3,31,0,10,0,1,0,0,0,50,0
+VASC,0,2,0,1,0,0,0,0,0,0,6

singleenc_pool_nometa_clean/confusion_matrix_raw.csv

@@ -0,0 +1,12 @@
+,AKIEC,BCC,BEN_OTH,BKL,DF,INF,MAL_OTH,MEL,NV,SCCKA,VASC
+AKIEC,12,25,0,16,0,0,0,1,0,7,0
+BCC,2,468,0,8,1,0,0,2,6,17,0
+BEN_OTH,0,2,1,4,0,0,0,0,2,0,0
+BKL,4,42,0,49,0,0,0,4,5,5,0
+DF,0,3,0,0,1,0,0,1,4,0,1
+INF,1,6,0,0,1,0,0,0,2,0,0
+MAL_OTH,0,1,0,0,0,0,0,0,0,1,0
+MEL,0,10,0,17,0,1,0,32,29,1,0
+NV,0,6,0,19,0,0,0,17,106,0,1
+SCCKA,3,31,0,10,0,1,0,0,0,50,0
+VASC,0,2,0,1,0,0,0,0,0,0,6

singleenc_pool_nometa_clean/data_summary.json

@@ -0,0 +1,102 @@
+{
+  "full": {
+    "rows": 5240,
+    "class_counts": {
+      "AKIEC": 303,
+      "BCC": 2522,
+      "BEN_OTH": 44,
+      "BKL": 544,
+      "DF": 52,
+      "INF": 50,
+      "MAL_OTH": 9,
+      "MEL": 450,
+      "NV": 746,
+      "SCCKA": 473,
+      "VASC": 47
+    },
+    "real_rows": 5240,
+    "synthetic_rows": 0,
+    "synthetic_class_counts": {
+      "AKIEC": 0,
+      "BCC": 0,
+      "BEN_OTH": 0,
+      "BKL": 0,
+      "DF": 0,
+      "INF": 0,
+      "MAL_OTH": 0,
+      "MEL": 0,
+      "NV": 0,
+      "SCCKA": 0,
+      "VASC": 0
+    },
+    "ignore_metadata_rows": 0,
+    "dermoscopic_mask_status_counts": {}
+  },
+  "train": {
+    "rows": 4192,
+    "class_counts": {
+      "AKIEC": 242,
+      "BCC": 2018,
+      "BEN_OTH": 35,
+      "BKL": 435,
+      "DF": 42,
+      "INF": 40,
+      "MAL_OTH": 7,
+      "MEL": 360,
+      "NV": 597,
+      "SCCKA": 378,
+      "VASC": 38
+    },
+    "real_rows": 4192,
+    "synthetic_rows": 0,
+    "synthetic_class_counts": {
+      "AKIEC": 0,
+      "BCC": 0,
+      "BEN_OTH": 0,
+      "BKL": 0,
+      "DF": 0,
+      "INF": 0,
+      "MAL_OTH": 0,
+      "MEL": 0,
+      "NV": 0,
+      "SCCKA": 0,
+      "VASC": 0
+    },
+    "ignore_metadata_rows": 0,
+    "dermoscopic_mask_status_counts": {}
+  },
+  "val": {
+    "rows": 1048,
+    "class_counts": {
+      "AKIEC": 61,
+      "BCC": 504,
+      "BEN_OTH": 9,
+      "BKL": 109,
+      "DF": 10,
+      "INF": 10,
+      "MAL_OTH": 2,
+      "MEL": 90,
+      "NV": 149,
+      "SCCKA": 95,
+      "VASC": 9
+    },
+    "real_rows": 1048,
+    "synthetic_rows": 0,
+    "synthetic_class_counts": {
+      "AKIEC": 0,
+      "BCC": 0,
+      "BEN_OTH": 0,
+      "BKL": 0,
+      "DF": 0,
+      "INF": 0,
+      "MAL_OTH": 0,
+      "MEL": 0,
+      "NV": 0,
+      "SCCKA": 0,
+      "VASC": 0
+    },
+    "ignore_metadata_rows": 0,
+    "dermoscopic_mask_status_counts": {}
+  },
+  "synthetic_train_only": false
+}

singleenc_pool_nometa_clean/history.csv

@@ -0,0 +1,16 @@
+phase,epoch,train_loss,train_accuracy,train_balanced_accuracy,train_f1_macro,train_top3_accuracy,train_dice_macro,train_support_AKIEC,train_precision_AKIEC,train_recall_AKIEC,train_f1_AKIEC,train_correct_AKIEC,train_conf_AKIEC_to_BCC_count,train_conf_AKIEC_to_BCC_rate,train_conf_AKIEC_to_BKL_count,train_conf_AKIEC_to_BKL_rate,train_conf_AKIEC_to_MAL_OTH_count,train_conf_AKIEC_to_MAL_OTH_rate,train_conf_AKIEC_to_MEL_count,train_conf_AKIEC_to_MEL_rate,train_conf_AKIEC_to_NV_count,train_conf_AKIEC_to_NV_rate,train_conf_AKIEC_to_SCCKA_count,train_conf_AKIEC_to_SCCKA_rate,train_support_BCC,train_precision_BCC,train_recall_BCC,train_f1_BCC,train_correct_BCC,train_conf_BCC_to_AKIEC_count,train_conf_BCC_to_AKIEC_rate,train_conf_BCC_to_BEN_OTH_count,train_conf_BCC_to_BEN_OTH_rate,train_conf_BCC_to_BKL_count,train_conf_BCC_to_BKL_rate,train_conf_BCC_to_INF_count,train_conf_BCC_to_INF_rate,train_conf_BCC_to_MAL_OTH_count,train_conf_BCC_to_MAL_OTH_rate,train_conf_BCC_to_MEL_count,train_conf_BCC_to_MEL_rate,train_conf_BCC_to_NV_count,train_conf_BCC_to_NV_rate,train_conf_BCC_to_SCCKA_count,train_conf_BCC_to_SCCKA_rate,train_conf_BCC_to_VASC_count,train_conf_BCC_to_VASC_rate,train_support_BEN_OTH,train_precision_BEN_OTH,train_recall_BEN_OTH,train_f1_BEN_OTH,train_correct_BEN_OTH,train_conf_BEN_OTH_to_BCC_count,train_conf_BEN_OTH_to_BCC_rate,train_conf_BEN_OTH_to_BKL_count,train_conf_BEN_OTH_to_BKL_rate,train_conf_BEN_OTH_to_MEL_count,train_conf_BEN_OTH_to_MEL_rate,train_conf_BEN_OTH_to_NV_count,train_conf_BEN_OTH_to_NV_rate,train_conf_BEN_OTH_to_SCCKA_count,train_conf_BEN_OTH_to_SCCKA_rate,train_support_BKL,train_precision_BKL,train_recall_BKL,train_f1_BKL,train_correct_BKL,train_conf_BKL_to_AKIEC_count,train_conf_BKL_to_AKIEC_rate,train_conf_BKL_to_BCC_count,train_conf_BKL_to_BCC_rate,train_conf_BKL_to_MEL_count,train_conf_BKL_to_MEL_rate,train_conf_BKL_to_NV_count,train_conf_BKL_to_NV_rate,train_conf_BKL_to_SCCKA_count,train_conf_BKL_to_SCCKA_rate,train_conf_BKL_to_VASC_count,train_conf_BKL_to_VASC_rate,train_support_DF,train_precision_DF,train_recall_DF,train_f1_DF,train_correct_DF,train_conf_DF_to_BCC_count,train_conf_DF_to_BCC_rate,train_conf_DF_to_BKL_count,train_conf_DF_to_BKL_rate,train_conf_DF_to_MEL_count,train_conf_DF_to_MEL_rate,train_conf_DF_to_NV_count,train_conf_DF_to_NV_rate,train_support_INF,train_precision_INF,train_recall_INF,train_f1_INF,train_correct_INF,train_conf_INF_to_BCC_count,train_conf_INF_to_BCC_rate,train_conf_INF_to_BKL_count,train_conf_INF_to_BKL_rate,train_conf_INF_to_NV_count,train_conf_INF_to_NV_rate,train_conf_INF_to_SCCKA_count,train_conf_INF_to_SCCKA_rate,train_support_MAL_OTH,train_precision_MAL_OTH,train_recall_MAL_OTH,train_f1_MAL_OTH,train_correct_MAL_OTH,train_conf_MAL_OTH_to_BCC_count,train_conf_MAL_OTH_to_BCC_rate,train_support_MEL,train_precision_MEL,train_recall_MEL,train_f1_MEL,train_correct_MEL,train_conf_MEL_to_BCC_count,train_conf_MEL_to_BCC_rate,train_conf_MEL_to_BEN_OTH_count,train_conf_MEL_to_BEN_OTH_rate,train_conf_MEL_to_BKL_count,train_conf_MEL_to_BKL_rate,train_conf_MEL_to_NV_count,train_conf_MEL_to_NV_rate,train_conf_MEL_to_SCCKA_count,train_conf_MEL_to_SCCKA_rate,train_conf_MEL_to_VASC_count,train_conf_MEL_to_VASC_rate,train_support_NV,train_precision_NV,train_recall_NV,train_f1_NV,train_correct_NV,train_conf_NV_to_AKIEC_count,train_conf_NV_to_AKIEC_rate,train_conf_NV_to_BCC_count,train_conf_NV_to_BCC_rate,train_conf_NV_to_BKL_count,train_conf_NV_to_BKL_rate,train_conf_NV_to_INF_count,train_conf_NV_to_INF_rate,train_conf_NV_to_MEL_count,train_conf_NV_to_MEL_rate,train_conf_NV_to_SCCKA_count,train_conf_NV_to_SCCKA_rate,train_conf_NV_to_VASC_count,train_conf_NV_to_VASC_rate,train_support_SCCKA,train_precision_SCCKA,train_recall_SCCKA,train_f1_SCCKA,train_correct_SCCKA,train_conf_SCCKA_to_AKIEC_count,train_conf_SCCKA_to_AKIEC_rate,train_conf_SCCKA_to_BCC_count,train_conf_SCCKA_to_BCC_rate,train_conf_SCCKA_to_BEN_OTH_count,train_conf_SCCKA_to_BEN_OTH_rate,train_conf_SCCKA_to_BKL_count,train_conf_SCCKA_to_BKL_rate,train_conf_SCCKA_to_DF_count,train_conf_SCCKA_to_DF_rate,train_conf_SCCKA_to_MEL_count,train_conf_SCCKA_to_MEL_rate,train_conf_SCCKA_to_NV_count,train_conf_SCCKA_to_NV_rate,train_support_VASC,train_precision_VASC,train_recall_VASC,train_f1_VASC,train_correct_VASC,train_conf_VASC_to_BCC_count,train_conf_VASC_to_BCC_rate,train_conf_VASC_to_BKL_count,train_conf_VASC_to_BKL_rate,train_conf_VASC_to_MEL_count,train_conf_VASC_to_MEL_rate,train_conf_VASC_to_NV_count,train_conf_VASC_to_NV_rate,train_conf_VASC_to_SCCKA_count,train_conf_VASC_to_SCCKA_rate,val_loss,val_accuracy,val_balanced_accuracy,val_f1_macro,val_top3_accuracy,val_dice_macro,val_support_AKIEC,val_precision_AKIEC,val_recall_AKIEC,val_f1_AKIEC,val_correct_AKIEC,val_conf_AKIEC_to_BCC_count,val_conf_AKIEC_to_BCC_rate,val_conf_AKIEC_to_BKL_count,val_conf_AKIEC_to_BKL_rate,val_conf_AKIEC_to_SCCKA_count,val_conf_AKIEC_to_SCCKA_rate,val_support_BCC,val_precision_BCC,val_recall_BCC,val_f1_BCC,val_correct_BCC,val_conf_BCC_to_BKL_count,val_conf_BCC_to_BKL_rate,val_conf_BCC_to_NV_count,val_conf_BCC_to_NV_rate,val_conf_BCC_to_SCCKA_count,val_conf_BCC_to_SCCKA_rate,val_support_BEN_OTH,val_precision_BEN_OTH,val_recall_BEN_OTH,val_f1_BEN_OTH,val_correct_BEN_OTH,val_conf_BEN_OTH_to_BCC_count,val_conf_BEN_OTH_to_BCC_rate,val_conf_BEN_OTH_to_BKL_count,val_conf_BEN_OTH_to_BKL_rate,val_conf_BEN_OTH_to_MEL_count,val_conf_BEN_OTH_to_MEL_rate,val_conf_BEN_OTH_to_SCCKA_count,val_conf_BEN_OTH_to_SCCKA_rate,val_support_BKL,val_precision_BKL,val_recall_BKL,val_f1_BKL,val_correct_BKL,val_conf_BKL_to_BCC_count,val_conf_BKL_to_BCC_rate,val_conf_BKL_to_NV_count,val_conf_BKL_to_NV_rate,val_conf_BKL_to_SCCKA_count,val_conf_BKL_to_SCCKA_rate,val_support_DF,val_precision_DF,val_recall_DF,val_f1_DF,val_correct_DF,val_conf_DF_to_BCC_count,val_conf_DF_to_BCC_rate,val_conf_DF_to_BKL_count,val_conf_DF_to_BKL_rate,val_conf_DF_to_NV_count,val_conf_DF_to_NV_rate,val_conf_DF_to_SCCKA_count,val_conf_DF_to_SCCKA_rate,val_support_INF,val_precision_INF,val_recall_INF,val_f1_INF,val_correct_INF,val_conf_INF_to_BCC_count,val_conf_INF_to_BCC_rate,val_conf_INF_to_BKL_count,val_conf_INF_to_BKL_rate,val_conf_INF_to_SCCKA_count,val_conf_INF_to_SCCKA_rate,val_support_MAL_OTH,val_precision_MAL_OTH,val_recall_MAL_OTH,val_f1_MAL_OTH,val_correct_MAL_OTH,val_conf_MAL_OTH_to_BCC_count,val_conf_MAL_OTH_to_BCC_rate,val_conf_MAL_OTH_to_SCCKA_count,val_conf_MAL_OTH_to_SCCKA_rate,val_support_MEL,val_precision_MEL,val_recall_MEL,val_f1_MEL,val_correct_MEL,val_conf_MEL_to_BCC_count,val_conf_MEL_to_BCC_rate,val_conf_MEL_to_BKL_count,val_conf_MEL_to_BKL_rate,val_conf_MEL_to_NV_count,val_conf_MEL_to_NV_rate,val_conf_MEL_to_SCCKA_count,val_conf_MEL_to_SCCKA_rate,val_support_NV,val_precision_NV,val_recall_NV,val_f1_NV,val_correct_NV,val_conf_NV_to_BCC_count,val_conf_NV_to_BCC_rate,val_conf_NV_to_BKL_count,val_conf_NV_to_BKL_rate,val_conf_NV_to_MEL_count,val_conf_NV_to_MEL_rate,val_conf_NV_to_SCCKA_count,val_conf_NV_to_SCCKA_rate,val_support_SCCKA,val_precision_SCCKA,val_recall_SCCKA,val_f1_SCCKA,val_correct_SCCKA,val_conf_SCCKA_to_BCC_count,val_conf_SCCKA_to_BCC_rate,val_conf_SCCKA_to_BKL_count,val_conf_SCCKA_to_BKL_rate,val_support_VASC,val_precision_VASC,val_recall_VASC,val_f1_VASC,val_correct_VASC,val_conf_VASC_to_BCC_count,val_conf_VASC_to_BCC_rate,val_conf_VASC_to_BKL_count,val_conf_VASC_to_BKL_rate,val_raw_loss,val_raw_accuracy,val_raw_balanced_accuracy,val_raw_f1_macro,val_raw_top3_accuracy,val_raw_dice_macro,val_raw_support_AKIEC,val_raw_precision_AKIEC,val_raw_recall_AKIEC,val_raw_f1_AKIEC,val_raw_correct_AKIEC,val_raw_conf_AKIEC_to_BCC_count,val_raw_conf_AKIEC_to_BCC_rate,val_raw_conf_AKIEC_to_BKL_count,val_raw_conf_AKIEC_to_BKL_rate,val_raw_conf_AKIEC_to_SCCKA_count,val_raw_conf_AKIEC_to_SCCKA_rate,val_raw_support_BCC,val_raw_precision_BCC,val_raw_recall_BCC,val_raw_f1_BCC,val_raw_correct_BCC,val_raw_conf_BCC_to_BKL_count,val_raw_conf_BCC_to_BKL_rate,val_raw_conf_BCC_to_NV_count,val_raw_conf_BCC_to_NV_rate,val_raw_conf_BCC_to_SCCKA_count,val_raw_conf_BCC_to_SCCKA_rate,val_raw_support_BEN_OTH,val_raw_precision_BEN_OTH,val_raw_recall_BEN_OTH,val_raw_f1_BEN_OTH,val_raw_correct_BEN_OTH,val_raw_conf_BEN_OTH_to_BCC_count,val_raw_conf_BEN_OTH_to_BCC_rate,val_raw_conf_BEN_OTH_to_BKL_count,val_raw_conf_BEN_OTH_to_BKL_rate,val_raw_conf_BEN_OTH_to_MEL_count,val_raw_conf_BEN_OTH_to_MEL_rate,val_raw_conf_BEN_OTH_to_SCCKA_count,val_raw_conf_BEN_OTH_to_SCCKA_rate,val_raw_support_BKL,val_raw_precision_BKL,val_raw_recall_BKL,val_raw_f1_BKL,val_raw_correct_BKL,val_raw_conf_BKL_to_BCC_count,val_raw_conf_BKL_to_BCC_rate,val_raw_conf_BKL_to_NV_count,val_raw_conf_BKL_to_NV_rate,val_raw_conf_BKL_to_SCCKA_count,val_raw_conf_BKL_to_SCCKA_rate,val_raw_support_DF,val_raw_precision_DF,val_raw_recall_DF,val_raw_f1_DF,val_raw_correct_DF,val_raw_conf_DF_to_BCC_count,val_raw_conf_DF_to_BCC_rate,val_raw_conf_DF_to_BKL_count,val_raw_conf_DF_to_BKL_rate,val_raw_conf_DF_to_NV_count,val_raw_conf_DF_to_NV_rate,val_raw_conf_DF_to_SCCKA_count,val_raw_conf_DF_to_SCCKA_rate,val_raw_support_INF,val_raw_precision_INF,val_raw_recall_INF,val_raw_f1_INF,val_raw_correct_INF,val_raw_conf_INF_to_BCC_count,val_raw_conf_INF_to_BCC_rate,val_raw_conf_INF_to_BKL_count,val_raw_conf_INF_to_BKL_rate,val_raw_conf_INF_to_SCCKA_count,val_raw_conf_INF_to_SCCKA_rate,val_raw_support_MAL_OTH,val_raw_precision_MAL_OTH,val_raw_recall_MAL_OTH,val_raw_f1_MAL_OTH,val_raw_correct_MAL_OTH,val_raw_conf_MAL_OTH_to_BCC_count,val_raw_conf_MAL_OTH_to_BCC_rate,val_raw_conf_MAL_OTH_to_SCCKA_count,val_raw_conf_MAL_OTH_to_SCCKA_rate,val_raw_support_MEL,val_raw_precision_MEL,val_raw_recall_MEL,val_raw_f1_MEL,val_raw_correct_MEL,val_raw_conf_MEL_to_BCC_count,val_raw_conf_MEL_to_BCC_rate,val_raw_conf_MEL_to_BKL_count,val_raw_conf_MEL_to_BKL_rate,val_raw_conf_MEL_to_NV_count,val_raw_conf_MEL_to_NV_rate,val_raw_conf_MEL_to_SCCKA_count,val_raw_conf_MEL_to_SCCKA_rate,val_raw_support_NV,val_raw_precision_NV,val_raw_recall_NV,val_raw_f1_NV,val_raw_correct_NV,val_raw_conf_NV_to_BCC_count,val_raw_conf_NV_to_BCC_rate,val_raw_conf_NV_to_BKL_count,val_raw_conf_NV_to_BKL_rate,val_raw_conf_NV_to_MEL_count,val_raw_conf_NV_to_MEL_rate,val_raw_conf_NV_to_SCCKA_count,val_raw_conf_NV_to_SCCKA_rate,val_raw_support_SCCKA,val_raw_precision_SCCKA,val_raw_recall_SCCKA,val_raw_f1_SCCKA,val_raw_correct_SCCKA,val_raw_conf_SCCKA_to_BCC_count,val_raw_conf_SCCKA_to_BCC_rate,val_raw_conf_SCCKA_to_BKL_count,val_raw_conf_SCCKA_to_BKL_rate,val_raw_support_VASC,val_raw_precision_VASC,val_raw_recall_VASC,val_raw_f1_VASC,val_raw_correct_VASC,val_raw_conf_VASC_to_BCC_count,val_raw_conf_VASC_to_BCC_rate,val_raw_conf_VASC_to_BKL_count,val_raw_conf_VASC_to_BKL_rate,selected_variant,train_conf_DF_to_AKIEC_count,train_conf_DF_to_AKIEC_rate,train_conf_DF_to_SCCKA_count,train_conf_DF_to_SCCKA_rate,train_conf_INF_to_MEL_count,train_conf_INF_to_MEL_rate,train_conf_MAL_OTH_to_MEL_count,train_conf_MAL_OTH_to_MEL_rate,train_conf_MAL_OTH_to_NV_count,train_conf_MAL_OTH_to_NV_rate,train_conf_MEL_to_AKIEC_count,train_conf_MEL_to_AKIEC_rate,val_conf_BCC_to_AKIEC_count,val_conf_BCC_to_AKIEC_rate,val_conf_BCC_to_MEL_count,val_conf_BCC_to_MEL_rate,val_conf_BEN_OTH_to_NV_count,val_conf_BEN_OTH_to_NV_rate,val_conf_BKL_to_AKIEC_count,val_conf_BKL_to_AKIEC_rate,val_conf_BKL_to_MEL_count,val_conf_BKL_to_MEL_rate,val_conf_INF_to_NV_count,val_conf_INF_to_NV_rate,val_conf_MEL_to_AKIEC_count,val_conf_MEL_to_AKIEC_rate,val_conf_MEL_to_VASC_count,val_conf_MEL_to_VASC_rate,val_conf_NV_to_VASC_count,val_conf_NV_to_VASC_rate,val_conf_SCCKA_to_AKIEC_count,val_conf_SCCKA_to_AKIEC_rate,val_conf_VASC_to_NV_count,val_conf_VASC_to_NV_rate,val_raw_conf_BCC_to_AKIEC_count,val_raw_conf_BCC_to_AKIEC_rate,val_raw_conf_BCC_to_MEL_count,val_raw_conf_BCC_to_MEL_rate,val_raw_conf_BEN_OTH_to_NV_count,val_raw_conf_BEN_OTH_to_NV_rate,val_raw_conf_BKL_to_AKIEC_count,val_raw_conf_BKL_to_AKIEC_rate,val_raw_conf_BKL_to_MEL_count,val_raw_conf_BKL_to_MEL_rate,val_raw_conf_INF_to_NV_count,val_raw_conf_INF_to_NV_rate,val_raw_conf_MEL_to_AKIEC_count,val_raw_conf_MEL_to_AKIEC_rate,val_raw_conf_MEL_to_VASC_count,val_raw_conf_MEL_to_VASC_rate,val_raw_conf_NV_to_VASC_count,val_raw_conf_NV_to_VASC_rate,val_raw_conf_SCCKA_to_AKIEC_count,val_raw_conf_SCCKA_to_AKIEC_rate,val_raw_conf_VASC_to_NV_count,val_raw_conf_VASC_to_NV_rate,train_conf_BEN_OTH_to_INF_count,train_conf_BEN_OTH_to_INF_rate,train_conf_BEN_OTH_to_VASC_count,train_conf_BEN_OTH_to_VASC_rate,train_conf_DF_to_VASC_count,train_conf_DF_to_VASC_rate,train_conf_INF_to_VASC_count,train_conf_INF_to_VASC_rate,train_conf_MAL_OTH_to_BKL_count,train_conf_MAL_OTH_to_BKL_rate,val_conf_AKIEC_to_MEL_count,val_conf_AKIEC_to_MEL_rate,val_conf_INF_to_DF_count,val_conf_INF_to_DF_rate,val_conf_INF_to_VASC_count,val_conf_INF_to_VASC_rate,val_raw_conf_AKIEC_to_MEL_count,val_raw_conf_AKIEC_to_MEL_rate,val_raw_conf_INF_to_DF_count,val_raw_conf_INF_to_DF_rate,val_raw_conf_INF_to_VASC_count,val_raw_conf_INF_to_VASC_rate,train_conf_AKIEC_to_DF_count,train_conf_AKIEC_to_DF_rate,train_conf_BCC_to_DF_count,train_conf_BCC_to_DF_rate,train_conf_BEN_OTH_to_AKIEC_count,train_conf_BEN_OTH_to_AKIEC_rate,train_conf_INF_to_AKIEC_count,train_conf_INF_to_AKIEC_rate,train_conf_INF_to_BEN_OTH_count,train_conf_INF_to_BEN_OTH_rate,val_conf_BEN_OTH_to_AKIEC_count,val_conf_BEN_OTH_to_AKIEC_rate,val_raw_conf_BEN_OTH_to_AKIEC_count,val_raw_conf_BEN_OTH_to_AKIEC_rate,train_conf_BEN_OTH_to_DF_count,train_conf_BEN_OTH_to_DF_rate,train_conf_BKL_to_DF_count,train_conf_BKL_to_DF_rate,train_conf_NV_to_DF_count,train_conf_NV_to_DF_rate,train_conf_VASC_to_BEN_OTH_count,train_conf_VASC_to_BEN_OTH_rate,val_conf_BCC_to_VASC_count,val_conf_BCC_to_VASC_rate,val_conf_DF_to_VASC_count,val_conf_DF_to_VASC_rate,val_conf_VASC_to_MEL_count,val_conf_VASC_to_MEL_rate,val_raw_conf_BCC_to_VASC_count,val_raw_conf_BCC_to_VASC_rate,val_raw_conf_DF_to_VASC_count,val_raw_conf_DF_to_VASC_rate,val_raw_conf_VASC_to_MEL_count,val_raw_conf_VASC_to_MEL_rate,train_conf_BKL_to_INF_count,train_conf_BKL_to_INF_rate,train_conf_DF_to_INF_count,train_conf_DF_to_INF_rate,train_conf_INF_to_DF_count,train_conf_INF_to_DF_rate,train_conf_NV_to_BEN_OTH_count,train_conf_NV_to_BEN_OTH_rate,train_conf_SCCKA_to_VASC_count,train_conf_SCCKA_to_VASC_rate,val_conf_BCC_to_BEN_OTH_count,val_conf_BCC_to_BEN_OTH_rate,val_conf_INF_to_BEN_OTH_count,val_conf_INF_to_BEN_OTH_rate,val_conf_NV_to_BEN_OTH_count,val_conf_NV_to_BEN_OTH_rate,val_raw_conf_BCC_to_BEN_OTH_count,val_raw_conf_BCC_to_BEN_OTH_rate,val_raw_conf_INF_to_BEN_OTH_count,val_raw_conf_INF_to_BEN_OTH_rate,val_raw_conf_NV_to_BEN_OTH_count,val_raw_conf_NV_to_BEN_OTH_rate,train_conf_DF_to_BEN_OTH_count,train_conf_DF_to_BEN_OTH_rate,train_conf_VASC_to_AKIEC_count,train_conf_VASC_to_AKIEC_rate,train_conf_VASC_to_DF_count,train_conf_VASC_to_DF_rate,val_conf_SCCKA_to_MEL_count,val_conf_SCCKA_to_MEL_rate,val_raw_conf_SCCKA_to_MEL_count,val_raw_conf_SCCKA_to_MEL_rate,train_conf_AKIEC_to_INF_count,train_conf_AKIEC_to_INF_rate,train_conf_AKIEC_to_VASC_count,train_conf_AKIEC_to_VASC_rate,train_conf_MEL_to_INF_count,train_conf_MEL_to_INF_rate,train_conf_VASC_to_INF_count,train_conf_VASC_to_INF_rate,train_conf_BKL_to_BEN_OTH_count,train_conf_BKL_to_BEN_OTH_rate,train_conf_MAL_OTH_to_DF_count,train_conf_MAL_OTH_to_DF_rate,train_conf_MEL_to_DF_count,train_conf_MEL_to_DF_rate,val_conf_BCC_to_DF_count,val_conf_BCC_to_DF_rate,val_conf_DF_to_MEL_count,val_conf_DF_to_MEL_rate,val_conf_INF_to_AKIEC_count,val_conf_INF_to_AKIEC_rate,val_conf_MEL_to_INF_count,val_conf_MEL_to_INF_rate,val_conf_SCCKA_to_INF_count,val_conf_SCCKA_to_INF_rate,val_raw_conf_BCC_to_DF_count,val_raw_conf_BCC_to_DF_rate,val_raw_conf_DF_to_MEL_count,val_raw_conf_DF_to_MEL_rate,val_raw_conf_INF_to_AKIEC_count,val_raw_conf_INF_to_AKIEC_rate,val_raw_conf_MEL_to_INF_count,val_raw_conf_MEL_to_INF_rate,val_raw_conf_SCCKA_to_INF_count,val_raw_conf_SCCKA_to_INF_rate,val_conf_BKL_to_INF_count,val_conf_BKL_to_INF_rate,val_raw_conf_BKL_to_INF_count,val_raw_conf_BKL_to_INF_rate,val_conf_BCC_to_INF_count,val_conf_BCC_to_INF_rate,val_conf_BKL_to_DF_count,val_conf_BKL_to_DF_rate,val_conf_MAL_OTH_to_INF_count,val_conf_MAL_OTH_to_INF_rate,val_conf_MEL_to_DF_count,val_conf_MEL_to_DF_rate,val_conf_SCCKA_to_DF_count,val_conf_SCCKA_to_DF_rate,val_raw_conf_BCC_to_INF_count,val_raw_conf_BCC_to_INF_rate,val_raw_conf_BKL_to_DF_count,val_raw_conf_BKL_to_DF_rate,val_raw_conf_MAL_OTH_to_INF_count,val_raw_conf_MAL_OTH_to_INF_rate,val_raw_conf_MEL_to_DF_count,val_raw_conf_MEL_to_DF_rate,val_raw_conf_SCCKA_to_DF_count,val_raw_conf_SCCKA_to_DF_rate,train_conf_MAL_OTH_to_AKIEC_count,train_conf_MAL_OTH_to_AKIEC_rate,train_conf_AKIEC_to_BEN_OTH_count,train_conf_AKIEC_to_BEN_OTH_rate,val_conf_SCCKA_to_NV_count,val_conf_SCCKA_to_NV_rate,val_raw_conf_SCCKA_to_NV_count,val_raw_conf_SCCKA_to_NV_rate,train_conf_SCCKA_to_INF_count,train_conf_SCCKA_to_INF_rate,val_conf_NV_to_DF_count,val_conf_NV_to_DF_rate,val_raw_conf_NV_to_DF_count,val_raw_conf_NV_to_DF_rate
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singleenc_pool_nometa_clean/per_class_metrics.csv

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singleenc_pool_nometa_clean/per_class_metrics_raw.csv

@@ -0,0 +1,12 @@
+class,support,precision,recall_sensitivity,specificity,f1,auc_ovr,mean_correct_confidence
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+VASC,9,0.75,0.6666666666666666,0.9980750721847931,0.7058823529411765,0.8990482301358144,0.8789052956893416

singleenc_pool_nometa_clean/prediction_summary.json

@@ -0,0 +1,50 @@
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+}

singleenc_pool_nometa_clean/run_config.json

@@ -0,0 +1,204 @@
+{
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+    "augmented_data_dir": "None"
+  }
+}

singleenc_pool_nometa_clean/run_diagnostics.json

@@ -0,0 +1,803 @@
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+          "rate_of_predicted": 0.045454545454545456
+        }
+      ],
+      "BCC": [
+        {
+          "predicted": "BCC",
+          "true": "BKL",
+          "count": 42,
+          "rate_of_predicted": 0.07046979865771812
+        },
+        {
+          "predicted": "BCC",
+          "true": "SCCKA",
+          "count": 31,
+          "rate_of_predicted": 0.05201342281879195
+        },
+        {
+          "predicted": "BCC",
+          "true": "AKIEC",
+          "count": 25,
+          "rate_of_predicted": 0.04194630872483222
+        },
+        {
+          "predicted": "BCC",
+          "true": "MEL",
+          "count": 10,
+          "rate_of_predicted": 0.016778523489932886
+        },
+        {
+          "predicted": "BCC",
+          "true": "INF",
+          "count": 6,
+          "rate_of_predicted": 0.010067114093959731
+        },
+        {
+          "predicted": "BCC",
+          "true": "NV",
+          "count": 6,
+          "rate_of_predicted": 0.010067114093959731
+        },
+        {
+          "predicted": "BCC",
+          "true": "DF",
+          "count": 3,
+          "rate_of_predicted": 0.0050335570469798654
+        },
+        {
+          "predicted": "BCC",
+          "true": "BEN_OTH",
+          "count": 2,
+          "rate_of_predicted": 0.003355704697986577
+        },
+        {
+          "predicted": "BCC",
+          "true": "VASC",
+          "count": 2,
+          "rate_of_predicted": 0.003355704697986577
+        },
+        {
+          "predicted": "BCC",
+          "true": "MAL_OTH",
+          "count": 1,
+          "rate_of_predicted": 0.0016778523489932886
+        }
+      ],
+      "BEN_OTH": [],
+      "BKL": [
+        {
+          "predicted": "BKL",
+          "true": "NV",
+          "count": 19,
+          "rate_of_predicted": 0.1532258064516129
+        },
+        {
+          "predicted": "BKL",
+          "true": "MEL",
+          "count": 17,
+          "rate_of_predicted": 0.13709677419354838
+        },
+        {
+          "predicted": "BKL",
+          "true": "AKIEC",
+          "count": 16,
+          "rate_of_predicted": 0.12903225806451613
+        },
+        {
+          "predicted": "BKL",
+          "true": "SCCKA",
+          "count": 10,
+          "rate_of_predicted": 0.08064516129032258
+        },
+        {
+          "predicted": "BKL",
+          "true": "BCC",
+          "count": 8,
+          "rate_of_predicted": 0.06451612903225806
+        },
+        {
+          "predicted": "BKL",
+          "true": "BEN_OTH",
+          "count": 4,
+          "rate_of_predicted": 0.03225806451612903
+        },
+        {
+          "predicted": "BKL",
+          "true": "VASC",
+          "count": 1,
+          "rate_of_predicted": 0.008064516129032258
+        }
+      ],
+      "DF": [
+        {
+          "predicted": "DF",
+          "true": "BCC",
+          "count": 1,
+          "rate_of_predicted": 0.3333333333333333
+        },
+        {
+          "predicted": "DF",
+          "true": "INF",
+          "count": 1,
+          "rate_of_predicted": 0.3333333333333333
+        }
+      ],
+      "INF": [
+        {
+          "predicted": "INF",
+          "true": "MEL",
+          "count": 1,
+          "rate_of_predicted": 0.5
+        },
+        {
+          "predicted": "INF",
+          "true": "SCCKA",
+          "count": 1,
+          "rate_of_predicted": 0.5
+        }
+      ],
+      "MAL_OTH": [],
+      "MEL": [
+        {
+          "predicted": "MEL",
+          "true": "NV",
+          "count": 17,
+          "rate_of_predicted": 0.2982456140350877
+        },
+        {
+          "predicted": "MEL",
+          "true": "BKL",
+          "count": 4,
+          "rate_of_predicted": 0.07017543859649122
+        },
+        {
+          "predicted": "MEL",
+          "true": "BCC",
+          "count": 2,
+          "rate_of_predicted": 0.03508771929824561
+        },
+        {
+          "predicted": "MEL",
+          "true": "AKIEC",
+          "count": 1,
+          "rate_of_predicted": 0.017543859649122806
+        },
+        {
+          "predicted": "MEL",
+          "true": "DF",
+          "count": 1,
+          "rate_of_predicted": 0.017543859649122806
+        }
+      ],
+      "NV": [
+        {
+          "predicted": "NV",
+          "true": "MEL",
+          "count": 29,
+          "rate_of_predicted": 0.18831168831168832
+        },
+        {
+          "predicted": "NV",
+          "true": "BCC",
+          "count": 6,
+          "rate_of_predicted": 0.03896103896103896
+        },
+        {
+          "predicted": "NV",
+          "true": "BKL",
+          "count": 5,
+          "rate_of_predicted": 0.032467532467532464
+        },
+        {
+          "predicted": "NV",
+          "true": "DF",
+          "count": 4,
+          "rate_of_predicted": 0.025974025974025976
+        },
+        {
+          "predicted": "NV",
+          "true": "BEN_OTH",
+          "count": 2,
+          "rate_of_predicted": 0.012987012987012988
+        },
+        {
+          "predicted": "NV",
+          "true": "INF",
+          "count": 2,
+          "rate_of_predicted": 0.012987012987012988
+        }
+      ],
+      "SCCKA": [
+        {
+          "predicted": "SCCKA",
+          "true": "BCC",
+          "count": 17,
+          "rate_of_predicted": 0.20987654320987653
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "AKIEC",
+          "count": 7,
+          "rate_of_predicted": 0.08641975308641975
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "BKL",
+          "count": 5,
+          "rate_of_predicted": 0.06172839506172839
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "MAL_OTH",
+          "count": 1,
+          "rate_of_predicted": 0.012345679012345678
+        },
+        {
+          "predicted": "SCCKA",
+          "true": "MEL",
+          "count": 1,
+          "rate_of_predicted": 0.012345679012345678
+        }
+      ],
+      "VASC": [
+        {
+          "predicted": "VASC",
+          "true": "DF",
+          "count": 1,
+          "rate_of_predicted": 0.125
+        },
+        {
+          "predicted": "VASC",
+          "true": "NV",
+          "count": 1,
+          "rate_of_predicted": 0.125
+        }
+      ]
+    },
+    "top_confusion_pairs": [
+      {
+        "true": "BKL",
+        "predicted": "BCC",
+        "count": 42,
+        "rate_of_true": 0.3853211009174312
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BCC",
+        "count": 31,
+        "rate_of_true": 0.3263157894736842
+      },
+      {
+        "true": "MEL",
+        "predicted": "NV",
+        "count": 29,
+        "rate_of_true": 0.32222222222222224
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "BCC",
+        "count": 25,
+        "rate_of_true": 0.4098360655737705
+      },
+      {
+        "true": "NV",
+        "predicted": "BKL",
+        "count": 19,
+        "rate_of_true": 0.12751677852348994
+      },
+      {
+        "true": "BCC",
+        "predicted": "SCCKA",
+        "count": 17,
+        "rate_of_true": 0.03373015873015873
+      },
+      {
+        "true": "MEL",
+        "predicted": "BKL",
+        "count": 17,
+        "rate_of_true": 0.18888888888888888
+      },
+      {
+        "true": "NV",
+        "predicted": "MEL",
+        "count": 17,
+        "rate_of_true": 0.11409395973154363
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "BKL",
+        "count": 16,
+        "rate_of_true": 0.26229508196721313
+      },
+      {
+        "true": "MEL",
+        "predicted": "BCC",
+        "count": 10,
+        "rate_of_true": 0.1111111111111111
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BKL",
+        "count": 10,
+        "rate_of_true": 0.10526315789473684
+      },
+      {
+        "true": "BCC",
+        "predicted": "BKL",
+        "count": 8,
+        "rate_of_true": 0.015873015873015872
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "SCCKA",
+        "count": 7,
+        "rate_of_true": 0.11475409836065574
+      },
+      {
+        "true": "BCC",
+        "predicted": "NV",
+        "count": 6,
+        "rate_of_true": 0.011904761904761904
+      },
+      {
+        "true": "INF",
+        "predicted": "BCC",
+        "count": 6,
+        "rate_of_true": 0.6
+      },
+      {
+        "true": "NV",
+        "predicted": "BCC",
+        "count": 6,
+        "rate_of_true": 0.040268456375838924
+      },
+      {
+        "true": "BKL",
+        "predicted": "NV",
+        "count": 5,
+        "rate_of_true": 0.045871559633027525
+      },
+      {
+        "true": "BKL",
+        "predicted": "SCCKA",
+        "count": 5,
+        "rate_of_true": 0.045871559633027525
+      },
+      {
+        "true": "BEN_OTH",
+        "predicted": "BKL",
+        "count": 4,
+        "rate_of_true": 0.4444444444444444
+      },
+      {
+        "true": "BKL",
+        "predicted": "AKIEC",
+        "count": 4,
+        "rate_of_true": 0.03669724770642202
+      }
+    ],
+    "watched_confusion_patterns": [
+      {
+        "true": "BCC",
+        "predicted": "SCCKA",
+        "count": 17,
+        "rate_of_true": 0.03373015873015873
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BKL",
+        "count": 10,
+        "rate_of_true": 0.10526315789473684
+      },
+      {
+        "true": "BCC",
+        "predicted": "BKL",
+        "count": 8,
+        "rate_of_true": 0.015873015873015872
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "SCCKA",
+        "count": 7,
+        "rate_of_true": 0.11475409836065574
+      },
+      {
+        "true": "INF",
+        "predicted": "BCC",
+        "count": 6,
+        "rate_of_true": 0.6
+      },
+      {
+        "true": "BKL",
+        "predicted": "SCCKA",
+        "count": 5,
+        "rate_of_true": 0.045871559633027525
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "AKIEC",
+        "count": 3,
+        "rate_of_true": 0.031578947368421054
+      },
+      {
+        "true": "BCC",
+        "predicted": "AKIEC",
+        "count": 2,
+        "rate_of_true": 0.003968253968253968
+      },
+      {
+        "true": "INF",
+        "predicted": "NV",
+        "count": 2,
+        "rate_of_true": 0.2
+      }
+    ]
+  }
+}

singleenc_pool_nometa_clean/run_report.md

@@ -0,0 +1,160 @@
+# MILK10k Run Report
+
+## Config Summary
+
+- fold: None
+- output_dir: /marimo/single_encoder_split_runs/singleenc_pool_nometa_clean
+- backbone: efficientnet_b2
+- metadata_fusion: concat
+- image_fusion: shared_encoder_pool
+- loss: ce
+- class_weight: False
+- weighted_sampler: False
+- balance_mode: none
+- balance_head_ratio: 2.0
+- balance_tail_floor: 100
+- balance_min_source_count: 20
+- augmented_data_dir: None
+- dermoscopic_mask_dir: None
+- min_dermoscopic_mask_ratio: 0.01
+- augmented_classes: []
+- augmented_max_per_class: 0
+- freeze_metadata_head: False
+- zero_augmented_metadata: False
+
+## Final Metrics
+
+- accuracy: 0.691793893129771
+- balanced_accuracy: 0.36780841302097095
+- dice_macro: 0.3930564561281751
+- f1_macro: 0.3930564561281751
+- roc_auc_macro_ovr: 0.8796304232453952
+- top2_accuracy: 0.8473282442748091
+- top3_accuracy: 0.9227099236641222
+
+## Data Distribution
+
+### Train
+
+- rows: 4192
+- real_rows: 4192
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 242 | 0 |
+| BCC | 2018 | 0 |
+| BEN_OTH | 35 | 0 |
+| BKL | 435 | 0 |
+| DF | 42 | 0 |
+| INF | 40 | 0 |
+| MAL_OTH | 7 | 0 |
+| MEL | 360 | 0 |
+| NV | 597 | 0 |
+| SCCKA | 378 | 0 |
+| VASC | 38 | 0 |
+
+### Validation
+
+- rows: 1048
+- real_rows: 1048
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 61 | 0 |
+| BCC | 504 | 0 |
+| BEN_OTH | 9 | 0 |
+| BKL | 109 | 0 |
+| DF | 10 | 0 |
+| INF | 10 | 0 |
+| MAL_OTH | 2 | 0 |
+| MEL | 90 | 0 |
+| NV | 149 | 0 |
+| SCCKA | 95 | 0 |
+| VASC | 9 | 0 |
+
+## Per-Class Metrics
+
+| class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr | mean_correct_confidence |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| AKIEC | 61 | 0.545455 | 0.196721 | 0.989868 | 0.289157 | 0.909014 | 0.627414 |
+| BCC | 504 | 0.785235 | 0.928571 | 0.764706 | 0.850909 | 0.926343 | 0.869658 |
+| BEN_OTH | 9 | 1 | 0.111111 | 1 | 0.2 | 0.794888 | 0.510338 |
+| BKL | 109 | 0.395161 | 0.449541 | 0.920128 | 0.420601 | 0.801741 | 0.744372 |
+| DF | 10 | 0.333333 | 0.1 | 0.998073 | 0.153846 | 0.938343 | 0.451268 |
+| INF | 10 | 0 | 0 | 0.998073 | 0 | 0.925145 |  |
+| MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.724187 |  |
+| MEL | 90 | 0.561404 | 0.355556 | 0.973904 | 0.435374 | 0.890524 | 0.691032 |
+| NV | 149 | 0.688312 | 0.711409 | 0.946607 | 0.69967 | 0.954192 | 0.80329 |
+| SCCKA | 95 | 0.617284 | 0.526316 | 0.967471 | 0.568182 | 0.912509 | 0.818872 |
+| VASC | 9 | 0.75 | 0.666667 | 0.998075 | 0.705882 | 0.899048 | 0.878905 |
+
+## Weak Classes
+
+| class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr | mean_correct_confidence |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.724187 |  |
+| INF | 10 | 0 | 0 | 0.998073 | 0 | 0.925145 |  |
+| DF | 10 | 0.333333 | 0.1 | 0.998073 | 0.153846 | 0.938343 | 0.451268 |
+| BEN_OTH | 9 | 1 | 0.111111 | 1 | 0.2 | 0.794888 | 0.510338 |
+| AKIEC | 61 | 0.545455 | 0.196721 | 0.989868 | 0.289157 | 0.909014 | 0.627414 |
+
+## Prediction Distribution
+
+| class | pred_count | mean_prob |
+|---|---:|---:|
+| AKIEC | 22 | 0.0390 |
+| BCC | 596 | 0.5021 |
+| BEN_OTH | 1 | 0.0065 |
+| BKL | 124 | 0.1290 |
+| DF | 3 | 0.0087 |
+| INF | 2 | 0.0106 |
+| MAL_OTH | 0 | 0.0009 |
+| MEL | 57 | 0.0683 |
+| NV | 154 | 0.1380 |
+| SCCKA | 81 | 0.0864 |
+| VASC | 8 | 0.0105 |
+
+- mean_confidence: 0.7804357409477234
+- median_confidence: 0.8398974537849426
+- mean_top1_top2_gap: 0.6543256640434265
+- mean_entropy: 0.6668052673339844
+- low_confidence_rows: 134
+
+## Top Confusion Pairs
+
+| true | predicted | count | rate_of_true |
+|---|---|---:|---:|
+| BKL | BCC | 42 | 0.385 |
+| SCCKA | BCC | 31 | 0.326 |
+| MEL | NV | 29 | 0.322 |
+| AKIEC | BCC | 25 | 0.410 |
+| NV | BKL | 19 | 0.128 |
+| BCC | SCCKA | 17 | 0.034 |
+| MEL | BKL | 17 | 0.189 |
+| NV | MEL | 17 | 0.114 |
+| AKIEC | BKL | 16 | 0.262 |
+| MEL | BCC | 10 | 0.111 |
+| SCCKA | BKL | 10 | 0.105 |
+| BCC | BKL | 8 | 0.016 |
+
+## Watched Confusion Patterns
+
+| true | predicted | count | rate_of_true |
+|---|---|---:|---:|
+| BCC | SCCKA | 17 | 0.034 |
+| SCCKA | BKL | 10 | 0.105 |
+| BCC | BKL | 8 | 0.016 |
+| AKIEC | SCCKA | 7 | 0.115 |
+| INF | BCC | 6 | 0.600 |
+| BKL | SCCKA | 5 | 0.046 |
+| SCCKA | AKIEC | 3 | 0.032 |
+| BCC | AKIEC | 2 | 0.004 |
+| INF | NV | 2 | 0.200 |
+
+## Warnings
+
+- [medium] tiny_validation_support: MAL_OTH validation support is only 2.

singleenc_pool_nometa_clean/split_summary.md

@@ -0,0 +1,66 @@
+# Split Summary
+
+## Full
+
+- rows: 5240
+- real_rows: 5240
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 303 | 0 |
+| BCC | 2522 | 0 |
+| BEN_OTH | 44 | 0 |
+| BKL | 544 | 0 |
+| DF | 52 | 0 |
+| INF | 50 | 0 |
+| MAL_OTH | 9 | 0 |
+| MEL | 450 | 0 |
+| NV | 746 | 0 |
+| SCCKA | 473 | 0 |
+| VASC | 47 | 0 |
+
+## Train
+
+- rows: 4192
+- real_rows: 4192
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 242 | 0 |
+| BCC | 2018 | 0 |
+| BEN_OTH | 35 | 0 |
+| BKL | 435 | 0 |
+| DF | 42 | 0 |
+| INF | 40 | 0 |
+| MAL_OTH | 7 | 0 |
+| MEL | 360 | 0 |
+| NV | 597 | 0 |
+| SCCKA | 378 | 0 |
+| VASC | 38 | 0 |
+
+## Val
+
+- rows: 1048
+- real_rows: 1048
+- synthetic_rows: 0
+- ignore_metadata_rows: 0
+
+| class | count | synthetic |
+|---|---:|---:|
+| AKIEC | 61 | 0 |
+| BCC | 504 | 0 |
+| BEN_OTH | 9 | 0 |
+| BKL | 109 | 0 |
+| DF | 10 | 0 |
+| INF | 10 | 0 |
+| MAL_OTH | 2 | 0 |
+| MEL | 90 | 0 |
+| NV | 149 | 0 |
+| SCCKA | 95 | 0 |
+| VASC | 9 | 0 |
+
+- synthetic_train_only: False