Task Evidence
EBRAINS · diagnosis (EBRAINS__diagnosis)
Diagnostic Pathology / Disease Entity & Histologic Diagnosis
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 · Disease Entity & Histologic DiagnosisbrainH&EAnchor evidence
Task metadata
Fields sourced from benchmark_main. Missing values are shown as —.
Identity
- task_key
- EBRAINS__diagnosis
- dataset_name
- EBRAINS
- task_name
- diagnosis
- task_type
- cls
Taxonomy
- task_family_l1
- Diagnostic Pathology
- task_family_l2
- Disease Entity & Histologic Diagnosis
- label_structure
- multiclass
- num_classes
- 30
- labels
- {"0": "Glioblastoma, IDH-wildtype", "1": "Gliosarcoma", "2": "Transitional meningioma", "3": "Anaplastic meningioma", "4": "Pituitary adenoma", "5": "Oligodendroglioma, IDH-mutant and 1p/19q codeleted", "6": "Haemangioma", "7": "Ganglioglioma", "8": "Pilocytic astrocytoma", "9": "Schwannoma", "10": "Anaplastic oligodendroglioma, IDH-mutant and 1p/19q codeleted", "11": "Fibrous meningioma", "12": "Anaplastic astrocytoma, IDH-wildtype", "13": "Angiomatous meningioma", "14": "Haemangioblastoma", "15": "Adamantinomatous craniopharyngioma", "16": "Anaplastic astrocytoma, IDH-mutant", "17": "Glioblastoma, IDH-mutant", "18": "Diffuse astrocytoma, IDH-mutant", "19": "Ependymoma", "20": "Anaplastic ependymoma", "21": "Atypical meningioma", "22": "Metastatic tumours", "23": "Meningothelial meningioma", "24": "Langerhans cell histiocytosis", "25": "Diffuse large B-cell lymphoma of the CNS", "26": "Secretory meningioma", "27": "Haemangiopericytoma", "28": "Lipoma", "29": "Medulloblastoma, non-WNT/non-SHH"}
Biology
- organ
- brain
- stain
- H&E
- specimen_type
- resection
- timepoint
- mixed
- disease
- 脑肿瘤
Scale & Labels
- patient_n
- 2142
- slide_n
- 2312
- label_source
- pathology
- label_visibility
- indirect
Result Evidence
- result_tier
- Anchor
- result_quality_score
- 85.8
- result_flags
- crowded_head
- result_tier_reason
- Stable split behavior: median std 0.004.Clear model separation: significant-win density 0.463.Difficulty sits in a usable range: best mean 0.984.Many contenders sit near the best score: 37.2% within 0.01.
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