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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 · tumor_substage (CHIMERA2025__substage)

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 BurdenbladderH&EInformative evidence

Task metadata

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

cls
Identity
task_key
CHIMERA2025__substage
dataset_name
CHIMERA2025
task_name
tumor_substage
task_type
cls
Taxonomy
task_family_l1
Diagnostic Pathology
task_family_l2
Anatomic Staging, Invasion & Metastatic Burden
label_structure
ordinal
num_classes
2
labels
{"0": "T1m", "1": "T1e"}
Biology
organ
bladder
stain
H&E
specimen_type
resection
timepoint
pre_treatment
disease
膀胱癌
Scale & Labels
patient_n
125
slide_n
125
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Informative
result_quality_score
78.2
result_flags
config_sensitive
result_tier_reason
Clear model separation: significant-win density 0.157.Difficulty sits in a usable range: best mean 0.745.Leader has a visible runner-up gap: 0.021.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.