{"slug":"tangxiangru-neuroscience-stratify-and-report-detection-metrics","source_name":"tangxiangru/neuroscience-stratify-and-report-detection-metrics","name":"Tangxiangru/Neuroscience Stratify And Report Detection Metrics","description":"Use at analysis when a detection or classification result is about to be reported as one accuracy over a pooled population. Covers per-group and per-class precision, recall and confusion matrices at a stated threshold, and sweeping the degradations the recording modality actually suffers.","version":1,"lift":{"pass_rate_delta_pts":30.43,"pass_rate_pct":47.8,"total_cases":23,"passed_cases":11,"tokens_delta_pct":78,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-09-25T12:37:52.277848+00:00"},"skill_score":0.4783,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":30.43,"with_pass_pct":47.8,"without_pass_pct":17.4,"tokens_delta_pct":78,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":22,"verdict":"mixed","never_hurt":false,"completed_at":"2026-09-25T12:37:52.277848+00:00","run_id":"55d035e3-faf5-4838-895d-052746a48a67","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":"NOASSERTION","install_count":0,"manifest_hash":"8f7986027720f587acc59af2514fa6625a5648f1ec8655b2f6505fc1aa8c7b06","raw_url":"https://app.decimal.ai/s/tangxiangru-neuroscience-stratify-and-report-detection-metrics/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/tangxiangru-neuroscience-stratify-and-report-detection-metrics"}