{"slug":"jaechang-hits-popv-cell-annotation","source_name":"jaechang-hits/popv-cell-annotation","name":"Jaechang Hits/Popv Cell Annotation","description":"Consensus cell type annotation: runs 10+ algorithms (KNN-Harmony/BBKNN/Scanorama/scVI, CellTypist, ONCLASS, Random Forest, SCANVI, SVM, XGBoost) on a labeled reference and transfers labels via majority voting. Outputs per-method labels, consensus, agreement score. Use when single-method annotation is insufficient or you need ensemble uncertainty for novel states.","version":1,"lift":{"pass_rate_delta_pts":54.55,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":289.4,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-24T18:39:31.041193+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":54.55,"with_pass_pct":100,"without_pass_pct":45.5,"tokens_delta_pct":289.4,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-24T18:39:31.041193+00:00","run_id":"f8391d41-dfa4-4b80-837a-ed4fe5a1a610","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":"BSD-3-Clause","install_count":0,"manifest_hash":"7b0ddcf35a12adb49286dd6d0da2a633597ceb756ef6c45a9b7c1ff57e193fc0","raw_url":"https://app.decimal.ai/s/jaechang-hits-popv-cell-annotation/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/jaechang-hits-popv-cell-annotation"}