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BenchBoard

Decision cockpit for pathology foundation-model benchmarking, built to move from broad coverage scans to task-level evidence.

Task Evidence

NLST · clinical_substage (NLST__clinical_substage)

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&EAnchor evidence

Task metadata

Fields sourced from benchmark_main. Missing values are shown as —.

cls
Identity
task_key
NLST__clinical_substage
dataset_name
NLST
task_name
clinical_substage
task_type
cls
Taxonomy
task_family_l1
Diagnostic Pathology
task_family_l2
Anatomic Staging, Invasion & Metastatic Burden
label_structure
ordinal
num_classes
7
labels
{"0": "StageIA", "1": "StageIIIB", "2": "StageIV", "3": "StageIB", "4": "StageIIIA", "5": "StageIIA", "6": "StageIIB"}
Biology
organ
lung
stain
H&E
specimen_type
unknown
timepoint
diagnosis
disease
肺癌
Scale & Labels
patient_n
382
slide_n
1039
label_source
clinical_baseline
label_visibility
indirect
Result Evidence
result_tier
Anchor
result_quality_score
89.1
result_flags
config_sensitive
result_tier_reason
Clear model separation: significant-win density 0.271.Difficulty sits in a usable range: best mean 0.683.Leader changes across checkpoint strategies: 3 distinct leaders.
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Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.

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