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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

CAMELYON16 · tumor_presence_status (CAMELYON16__tumor_status)

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 Diagnosisaxillary_lymph_nodesH&EInformative evidence

Task metadata

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

cls
Identity
task_key
CAMELYON16__tumor_status
dataset_name
CAMELYON16
task_name
tumor_presence_status
task_type
cls
Taxonomy
task_family_l1
Diagnostic Pathology
task_family_l2
Disease Entity & Histologic Diagnosis
label_structure
binary
num_classes
2
labels
{"0": "normal", "1": "tumor"}
Biology
organ
axillary_lymph_nodes
stain
H&E
specimen_type
lymph_node
timepoint
diagnosis
disease
乳腺癌(淋巴结转移)
Scale & Labels
patient_n
396
slide_n
396
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Informative
result_quality_score
76.4
result_flags
ceiling
result_tier_reason
Clear model separation: significant-win density 0.451.Best observed mean is near the metric ceiling: 0.998.
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Similar tasks

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