Task Evidence
NLST · clinical_m_stage (NLST__clinical_m)
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 BurdenlungH&EInformative evidence
Task metadata
Fields sourced from benchmark_main. Missing values are shown as —.
Identity
- task_key
- NLST__clinical_m
- dataset_name
- NLST
- task_name
- clinical_m_stage
- task_type
- cls
Taxonomy
- task_family_l1
- Diagnostic Pathology
- task_family_l2
- Anatomic Staging, Invasion & Metastatic Burden
- label_structure
- binary
- num_classes
- 2
- labels
- {"0": "M0", "1": "M1"}
Biology
- organ
- lung
- stain
- H&E
- specimen_type
- unknown
- timepoint
- diagnosis
- disease
- 肺癌
Scale & Labels
- patient_n
- 392
- slide_n
- 1065
- label_source
- clinical_baseline
- label_visibility
- indirect
Result Evidence
- result_tier
- Informative
- result_quality_score
- 66.4
- result_flags
- unstableconfig_sensitive
- result_tier_reason
- High split dispersion: median std 0.184.Clear model separation: significant-win density 0.196.Difficulty sits in a usable range: best mean 0.748.Leader changes across checkpoint strategies: 3 distinct leaders.
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