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+        "count": 11,
+        "rate_of_true": 0.10091743119266056
+      },
+      {
+        "true": "AKIEC",
+        "predicted": "BKL",
+        "count": 10,
+        "rate_of_true": 0.16393442622950818
+      },
+      {
+        "true": "BCC",
+        "predicted": "BKL",
+        "count": 9,
+        "rate_of_true": 0.017857142857142856
+      },
+      {
+        "true": "BCC",
+        "predicted": "NV",
+        "count": 9,
+        "rate_of_true": 0.017857142857142856
+      },
+      {
+        "true": "BKL",
+        "predicted": "NV",
+        "count": 9,
+        "rate_of_true": 0.08256880733944955
+      },
+      {
+        "true": "MEL",
+        "predicted": "BCC",
+        "count": 8,
+        "rate_of_true": 0.08888888888888889
+      },
+      {
+        "true": "NV",
+        "predicted": "BKL",
+        "count": 8,
+        "rate_of_true": 0.053691275167785234
+      },
+      {
+        "true": "NV",
+        "predicted": "MEL",
+        "count": 8,
+        "rate_of_true": 0.053691275167785234
+      },
+      {
+        "true": "INF",
+        "predicted": "BCC",
+        "count": 7,
+        "rate_of_true": 0.7
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "AKIEC",
+        "count": 7,
+        "rate_of_true": 0.07368421052631578
+      },
+      {
+        "true": "BCC",
+        "predicted": "AKIEC",
+        "count": 6,
+        "rate_of_true": 0.011904761904761904
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BKL",
+        "count": 5,
+        "rate_of_true": 0.05263157894736842
+      },
+      {
+        "true": "BCC",
+        "predicted": "MEL",
+        "count": 4,
+        "rate_of_true": 0.007936507936507936
+      },
+      {
+        "true": "BEN_OTH",
+        "predicted": "BCC",
+        "count": 4,
+        "rate_of_true": 0.4444444444444444
+      }
+    ],
+    "watched_confusion_patterns": [
+      {
+        "true": "AKIEC",
+        "predicted": "SCCKA",
+        "count": 13,
+        "rate_of_true": 0.21311475409836064
+      },
+      {
+        "true": "BCC",
+        "predicted": "SCCKA",
+        "count": 12,
+        "rate_of_true": 0.023809523809523808
+      },
+      {
+        "true": "BKL",
+        "predicted": "SCCKA",
+        "count": 11,
+        "rate_of_true": 0.10091743119266056
+      },
+      {
+        "true": "BCC",
+        "predicted": "BKL",
+        "count": 9,
+        "rate_of_true": 0.017857142857142856
+      },
+      {
+        "true": "INF",
+        "predicted": "BCC",
+        "count": 7,
+        "rate_of_true": 0.7
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "AKIEC",
+        "count": 7,
+        "rate_of_true": 0.07368421052631578
+      },
+      {
+        "true": "BCC",
+        "predicted": "AKIEC",
+        "count": 6,
+        "rate_of_true": 0.011904761904761904
+      },
+      {
+        "true": "SCCKA",
+        "predicted": "BKL",
+        "count": 5,
+        "rate_of_true": 0.05263157894736842
+      },
+      {
+        "true": "INF",
+        "predicted": "BEN_OTH",
+        "count": 1,
+        "rate_of_true": 0.1
+      },
+      {
+        "true": "INF",
+        "predicted": "NV",
+        "count": 1,
+        "rate_of_true": 0.1
+      }
+    ]
+  }
+}

singleenc_canvas_nometa_clean/run_report.md

@@ -0,0 +1,161 @@
+# MILK10k Run Report
+
+## Config Summary
+
+- fold: None
+- output_dir: /marimo/single_encoder_split_runs/singleenc_canvas_nometa_clean
+- backbone: efficientnet_b2
+- metadata_fusion: concat
+- image_fusion: single_encoder_canvas
+- 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: 0.7146946564885496
+- balanced_accuracy: 0.40211574885877677
+- dice_macro: 0.42409547167495665
+- f1_macro: 0.42409547167495665
+- roc_auc_macro_ovr: 0.886068327441302
+- top2_accuracy: 0.8645038167938931
+- top3_accuracy: 0.9274809160305344
+
+## 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 | 0.615385 | 0.393443 | 0.984802 | 0.48 | 0.917618 | 0.741816 |
+| BCC | 504 | 0.81162 | 0.914683 | 0.803309 | 0.860075 | 0.934141 | 0.907536 |
+| BEN_OTH | 9 | 0.2 | 0.111111 | 0.99615 | 0.142857 | 0.937868 | 0.788704 |
+| BKL | 109 | 0.546512 | 0.431193 | 0.958466 | 0.482051 | 0.827906 | 0.732714 |
+| DF | 10 | 0.6 | 0.3 | 0.998073 | 0.4 | 0.957611 | 0.551303 |
+| INF | 10 | 0.166667 | 0.1 | 0.995183 | 0.125 | 0.918015 | 0.498561 |
+| MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.491396 |  |
+| MEL | 90 | 0.627907 | 0.3 | 0.983299 | 0.406015 | 0.902285 | 0.768796 |
+| NV | 149 | 0.64433 | 0.838926 | 0.923248 | 0.728863 | 0.954745 | 0.920438 |
+| SCCKA | 95 | 0.602151 | 0.589474 | 0.961175 | 0.595745 | 0.932866 | 0.852164 |
+| VASC | 9 | 0.444444 | 0.444444 | 0.995188 | 0.444444 | 0.972302 | 0.870956 |
+
+## Weak Classes
+
+| class | support | precision | recall_sensitivity | specificity | f1 | auc_ovr | mean_correct_confidence |
+| --- | --- | --- | --- | --- | --- | --- | --- |
+| MAL_OTH | 2 | 0 | 0 | 1 | 0 | 0.491396 |  |
+| INF | 10 | 0.166667 | 0.1 | 0.995183 | 0.125 | 0.918015 | 0.498561 |
+| BEN_OTH | 9 | 0.2 | 0.111111 | 0.99615 | 0.142857 | 0.937868 | 0.788704 |
+| DF | 10 | 0.6 | 0.3 | 0.998073 | 0.4 | 0.957611 | 0.551303 |
+| MEL | 90 | 0.627907 | 0.3 | 0.983299 | 0.406015 | 0.902285 | 0.768796 |
+
+## Prediction Distribution
+
+| class | pred_count | mean_prob |
+|---|---:|---:|
+| AKIEC | 39 | 0.0475 |
+| BCC | 568 | 0.5023 |
+| BEN_OTH | 5 | 0.0083 |
+| BKL | 86 | 0.0987 |
+| DF | 5 | 0.0064 |
+| INF | 6 | 0.0052 |
+| MAL_OTH | 0 | 0.0006 |
+| MEL | 43 | 0.0495 |
+| NV | 194 | 0.1812 |
+| SCCKA | 93 | 0.0928 |
+| VASC | 9 | 0.0075 |
+
+- mean_confidence: 0.8349446654319763
+- median_confidence: 0.9272555112838745
+- mean_top1_top2_gap: 0.7250550985336304
+- mean_entropy: 0.46895378828048706
+- low_confidence_rows: 86
+
+## Top Confusion Pairs
+
+| true | predicted | count | rate_of_true |
+|---|---|---:|---:|
+| MEL | NV | 45 | 0.500 |
+| BKL | BCC | 35 | 0.321 |
+| SCCKA | BCC | 27 | 0.284 |
+| AKIEC | BCC | 14 | 0.230 |
+| AKIEC | SCCKA | 13 | 0.213 |
+| BCC | SCCKA | 12 | 0.024 |
+| BKL | SCCKA | 11 | 0.101 |
+| AKIEC | BKL | 10 | 0.164 |
+| BCC | BKL | 9 | 0.018 |
+| BCC | NV | 9 | 0.018 |
+| BKL | NV | 9 | 0.083 |
+| MEL | BCC | 8 | 0.089 |
+
+## Watched Confusion Patterns
+
+| true | predicted | count | rate_of_true |
+|---|---|---:|---:|
+| AKIEC | SCCKA | 13 | 0.213 |
+| BCC | SCCKA | 12 | 0.024 |
+| BKL | SCCKA | 11 | 0.101 |
+| BCC | BKL | 9 | 0.018 |
+| INF | BCC | 7 | 0.700 |
+| SCCKA | AKIEC | 7 | 0.074 |
+| BCC | AKIEC | 6 | 0.012 |
+| SCCKA | BKL | 5 | 0.053 |
+| INF | BEN_OTH | 1 | 0.100 |
+| INF | NV | 1 | 0.100 |
+
+## Warnings
+
+- [medium] tiny_validation_support: MAL_OTH validation support is only 2.

singleenc_pool_meta_clean/best.pt

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singleenc_pool_meta_clean/best_raw.pt

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singleenc_pool_meta_clean/last.pt

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