{"slug":"bio-single-cell-doublet-detection","source_name":"bio-single-cell-doublet-detection","name":"Bio Single Cell Doublet Detection","description":"Detect and remove doublets (multiple cells captured in one droplet) from single-cell RNA-seq data. Uses Scrublet (Python), DoubletFinder (R), and scDblFinder (R). Essential QC step before clustering to avoid artificial cell populations. Use when identifying and removing doublets from scRNA-seq data.","version":1,"lift":{"pass_rate_delta_pts":27.27,"pass_rate_pct":40.9,"total_cases":22,"passed_cases":9,"tokens_delta_pct":124.6,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-07-24T17:08:43.419500+00:00"},"skill_score":0.4091,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":27.27,"with_pass_pct":40.9,"without_pass_pct":13.6,"tokens_delta_pct":124.6,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":21,"verdict":"mixed","never_hurt":true,"completed_at":"2026-07-24T17:08:43.419500+00:00","run_id":"026a28b9-93ee-43a8-9664-dec7b304f409","version_number":1,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":null,"content_status":"clean","indexable":true},"license":null,"install_count":0,"manifest_hash":"93780378a61040fe01e06eed79bac19178da8471a52ea56606627ae98500ca22","raw_url":"https://app.decimal.ai/s/bio-single-cell-doublet-detection/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/bio-single-cell-doublet-detection"}