Task Evidence
IMP · cervical_dysplasia_grade (IMP__grade)
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 SeveritycolorectalH&EInformative evidence
Task metadata
Fields sourced from benchmark_main. Missing values are shown as —.
Identity
- task_key
- IMP__grade
- dataset_name
- IMP
- task_name
- cervical_dysplasia_grade
- task_type
- cls
Taxonomy
- task_family_l1
- Diagnostic Pathology
- task_family_l2
- Histologic Grading & Dysplasia Severity
- label_structure
- ordinal
- num_classes
- 3
- labels
- {"0": "0 (non-neoplastic)", "1": "1 (low-grade)", "2": "2 (high-grade)"}
Biology
- organ
- colorectal
- stain
- H&E
- specimen_type
- mixed
- timepoint
- diagnosis
- disease
- 结直肠癌
Scale & Labels
- patient_n
- 5320
- slide_n
- 5320
- label_source
- pathology
- label_visibility
- direct
Result Evidence
- result_tier
- Informative
- result_quality_score
- 78.8
- result_flags
- ceilingcrowded_head
- result_tier_reason
- Stable split behavior: median std 0.005.Clear model separation: significant-win density 0.476.Best observed mean is near the metric ceiling: 0.989.Many contenders sit near the best score: 44.4% within 0.01.
loading…
Similar tasks
Ranked by shared L2 subtype first, then L1 family, organ, type and label structure.
- VAL-BRAF-CRC · histologic_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severitycolorectalclsscore 14has results
- BC-Therapy · histologic_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severitybreastclsscore 11has results
- BCNB · histologic_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severitybreastclsscore 11has results
- CPTAC-HNSC · histologic_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severityhead/neckclsscore 11has results
- CPTAC-LSCC · histologic_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severitylungclsscore 11has results
- HANCOCK · scc_keratinizing_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severityhead/neckclsscore 11has results
- HANCOCK · scc_nonkeratinizing_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severityhead/neckclsscore 11has results
- IPD-Brain · histologic_gradeL1 · Diagnostic PathologyL2 · Histologic Grading & Dysplasia Severitybrainclsscore 11has results