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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 · in_situ_status (CAMELYON16__histology_situ)

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 Burdenaxillary_lymph_nodesH&EInformative evidence

Task metadata

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

cls
Identity
task_key
CAMELYON16__histology_situ
dataset_name
CAMELYON16
task_name
in_situ_status
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": "in_situ", "1": "invasive"}
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
125
slide_n
125
label_source
derived_or_unknown
label_visibility
direct
Result Evidence
result_tier
Informative
result_quality_score
62.9
result_flags
unstable
result_tier_reason
High split dispersion: median std 0.155.Clear model separation: significant-win density 0.131.Difficulty sits in a usable range: best mean 0.639.
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Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.