Task Evidence
CPTAC-LUNG · lung_cancer_subtype (CPTAC-LUNG__subtype)
Diagnostic Pathology / Disease Entity & Histologic Diagnosis
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 · Disease Entity & Histologic DiagnosislungH&EInformative evidence
Task metadata
Fields sourced from benchmark_main. Missing values are shown as —.
Identity
- task_key
- CPTAC-LUNG__subtype
- dataset_name
- CPTAC-LUNG
- task_name
- lung_cancer_subtype
- task_type
- cls
Taxonomy
- task_family_l1
- Diagnostic Pathology
- task_family_l2
- Disease Entity & Histologic Diagnosis
- label_structure
- binary
- num_classes
- 2
- labels
- {"0": "Lung adenocarcinoma (LUAD)", "1": "Lung squamous cell carcinoma (LSCC)"}
Biology
- organ
- lung
- stain
- H&E
- specimen_type
- resection
- timepoint
- pre_treatment
- disease
- 肺癌
Scale & Labels
- patient_n
- 206
- slide_n
- 604
- label_source
- pathology
- label_visibility
- direct
Result Evidence
- result_tier
- Informative
- result_quality_score
- 78.8
- result_flags
- ceilingcrowded_head
- result_tier_reason
- Stable split behavior: median std 0.019.Clear model separation: significant-win density 0.423.Best observed mean is near the metric ceiling: 0.996.Many contenders sit near the best score: 31.9% within 0.01.
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