BB
BenchBoard

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

Task Evidence

CPTAC-COAD · immune_class (CPTAC-COAD__Immune_class)

Biomarker & Molecular Profiling / Composite Molecular & Immune Phenotypes

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 · Biomarker & Molecular ProfilingL2 · Composite Molecular & Immune PhenotypescolorectalH&EAnchor evidence

Task metadata

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

cls
Identity
task_key
CPTAC-COAD__Immune_class
dataset_name
CPTAC-COAD
task_name
immune_class
task_type
cls
Taxonomy
task_family_l1
Biomarker & Molecular Profiling
task_family_l2
Composite Molecular & Immune Phenotypes
label_structure
ordinal
num_classes
3
labels
{"0": "low", "1": "medium", "2": "high"}
Biology
organ
colorectal
stain
H&E
specimen_type
resection
timepoint
pre_treatment
disease
结直肠癌
Scale & Labels
patient_n
94
slide_n
98
label_source
derived_or_unknown
label_visibility
indirect
Result Evidence
result_tier
Anchor
result_quality_score
86.4
result_flags
result_tier_reason
Clear model separation: significant-win density 0.279.Difficulty sits in a usable range: best mean 0.703.
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Similar tasks

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