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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_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 —.

cls
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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Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.

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