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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

CPTAC-LSCC · keap1_mutation_status (CPTAC-LSCC__KEAP1_mutation)

Biomarker & Molecular Profiling / Genomic, Epigenetic & Pathway Alterations

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 · Genomic, Epigenetic & Pathway AlterationslungH&EInformative evidence

Task metadata

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

cls
Identity
task_key
CPTAC-LSCC__KEAP1_mutation
dataset_name
CPTAC-LSCC
task_name
keap1_mutation_status
task_type
cls
Taxonomy
task_family_l1
Biomarker & Molecular Profiling
task_family_l2
Genomic, Epigenetic & Pathway Alterations
label_structure
binary
num_classes
2
labels
{"0": "wildtype", "1": "mutant"}
Biology
organ
lung
stain
H&E
specimen_type
resection
timepoint
pre_treatment
disease
肺癌
Scale & Labels
patient_n
108
slide_n
304
label_source
molecular_omics
label_visibility
indirect
Result Evidence
result_tier
Informative
result_quality_score
67.5
result_flags
unstableconfig_sensitive
result_tier_reason
High split dispersion: median std 0.165.Clear model separation: significant-win density 0.199.Difficulty sits in a usable range: best mean 0.662.Leader changes across checkpoint strategies: 3 distinct leaders.
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