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

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Task Evidence

CPTAC-ALL · organ_of_origin (CPTAC-ALL__organ)

Tissue / Specimen Context / Tissue/Specimen Origin & Sampling Context

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 · Tissue / Specimen ContextL2 · Tissue/Specimen Origin & Sampling Contextmulti_organH&EInformative evidence

Task metadata

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

cls
Identity
task_key
CPTAC-ALL__organ
dataset_name
CPTAC-ALL
task_name
organ_of_origin
task_type
cls
Taxonomy
task_family_l1
Tissue / Specimen Context
task_family_l2
Tissue/Specimen Origin & Sampling Context
label_structure
multiclass
num_classes
10
labels
{"0": "Breast cancer (BRCA)", "1": "Clear cell renal cell carcinoma (CCRCC)", "2": "Colon adenocarcinoma (COAD)", "3": "Glioblastoma (GBM)", "4": "Head and neck squamous cell carcinoma (HNSC)", "5": "Lung squamous cell carcinoma (LSCC)", "6": "Lung adenocarcinoma (LUAD)", "7": "Pancreatic ductal adenocarcinoma (PDA)", "8": "Ovarian cancer (OV)", "9": "Uterine corpus endometrial carcinoma (UCEC)"}
Biology
organ
multi_organ
stain
H&E
specimen_type
resection
timepoint
pre_treatment
disease
多癌种
Scale & Labels
patient_n
1061
slide_n
2154
label_source
unknown
label_visibility
unknown
Result Evidence
result_tier
Informative
result_quality_score
78.8
result_flags
ceilingcrowded_head
result_tier_reason
Stable split behavior: median std 0.001.Clear model separation: significant-win density 0.472.Best observed mean is near the metric ceiling: 1.000.Many contenders sit near the best score: 66.0% within 0.01.
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