BB
BenchBoard

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

Task Evidence

BCNB · axillary_lymph_node_status (BCNB__ALN_status)

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 BurdenbreastH&EAnchor evidence

Task metadata

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

cls
Identity
task_key
BCNB__ALN_status
dataset_name
BCNB
task_name
axillary_lymph_node_status
task_type
cls
Taxonomy
task_family_l1
Diagnostic Pathology
task_family_l2
Anatomic Staging, Invasion & Metastatic Burden
label_structure
ordinal
num_classes
3
labels
{"0": "N0", "1": "N+(1-2)", "2": "N+(>2)"}
Biology
organ
breast
stain
H&E
specimen_type
biopsy
timepoint
pre_treatment
disease
乳腺癌
Scale & Labels
patient_n
1055
slide_n
1055
label_source
clinical_baseline
label_visibility
indirect
Result Evidence
result_tier
Anchor
result_quality_score
97
result_flags
result_tier_reason
Stable split behavior: median std 0.024.Clear model separation: significant-win density 0.428.Difficulty sits in a usable range: best mean 0.781.
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Similar tasks

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