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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

HANCOCK · scc_nonkeratinizing_grade (Hancock__grading_SCC_Conventional_NonKeratinizing)

Diagnostic Pathology / Histologic Grading & Dysplasia Severity

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 · Histologic Grading & Dysplasia Severityhead/neckH&EInformative evidence

Task metadata

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

cls
Identity
task_key
Hancock__grading_SCC_Conventional_NonKeratinizing
dataset_name
HANCOCK
task_name
scc_nonkeratinizing_grade
task_type
cls
Taxonomy
task_family_l1
Diagnostic Pathology
task_family_l2
Histologic Grading & Dysplasia Severity
label_structure
ordinal
num_classes
2
labels
{"0": "2", "1": "3"}
Biology
organ
head/neck
stain
H&E
specimen_type
resection
timepoint
diagnosis
disease
头颈部癌
Scale & Labels
patient_n
74
slide_n
76
label_source
pathology
label_visibility
direct
Result Evidence
result_tier
Informative
result_quality_score
70.7
result_flags
unstable
result_tier_reason
High split dispersion: median std 0.154.Clear model separation: significant-win density 0.235.Difficulty sits in a usable range: best mean 0.733.
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