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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

CHIMERA2025 · variant_histology_status (CHIMERA2025__variant)

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 DiagnosisbladderH&EInformative evidence

Task metadata

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

cls
Identity
task_key
CHIMERA2025__variant
dataset_name
CHIMERA2025
task_name
variant_histology_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": "UCC", "1": "UCC_Variant"}
Biology
organ
bladder
stain
H&E
specimen_type
resection
timepoint
pre_treatment
disease
膀胱癌
Scale & Labels
patient_n
131
slide_n
131
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Informative
result_quality_score
70.8
result_flags
unstable
result_tier_reason
High split dispersion: median std 0.187.Clear model separation: significant-win density 0.208.Difficulty sits in a usable range: best mean 0.809.
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Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.