Task Evidence
CAMELYON17 · pathologic_n_stage (CAMELYON17__patient_stage)
Diagnostic Pathology / Anatomic Staging, Invasion & Metastatic Burden
Inspect benchmark evidence for one task at a time: who leads, how stable the split-level results are, and which neighbouring tasks are likely to transfer intuition.
clsL1 · Diagnostic PathologyL2 · Anatomic Staging, Invasion & Metastatic Burdenaxillary_lymph_nodesH&EInformative evidence
Task metadata
Fields sourced from benchmark_main. Missing values are shown as —.
Identity
- task_key
- CAMELYON17__patient_stage
- dataset_name
- CAMELYON17
- task_name
- pathologic_n_stage
- task_type
- cls
Taxonomy
- task_family_l1
- Diagnostic Pathology
- task_family_l2
- Anatomic Staging, Invasion & Metastatic Burden
- label_structure
- ordinal
- num_classes
- 5
- labels
- {"0": "pN0", "1": "pN0(i+)", "2": "pN1mi", "3": "pN1", "4": "pN2"}
Biology
- organ
- axillary_lymph_nodes
- stain
- H&E
- specimen_type
- lymph_node
- timepoint
- diagnosis
- disease
- 乳腺癌（淋巴结转移）
Scale & Labels
- patient_n
- 200
- slide_n
- 1000
- label_source
- clinical_baseline
- label_visibility
- indirect
Result Evidence
- result_tier
- Informative
- result_quality_score
- 73.2
- result_flags
- floorconfig_sensitive
- result_tier_reason
- Stable split behavior: median std 0.029.Clear model separation: significant-win density 0.199.Best observed mean is near the metric floor: 0.528.Leader changes across checkpoint strategies: 3 distinct leaders.
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