{"slug":"bio-rna-quantification-count-matrix-qc","source_name":"bio-rna-quantification-count-matrix-qc","name":"Bio Rna Quantification Count Matrix Qc","description":"Quality control and exploration of RNA-seq count matrices before differential expression. Check for outliers, batch effects, and sample relationships. Use when assessing count matrix quality before DE analysis.","version":2,"lift":{"pass_rate_delta_pts":9.09,"pass_rate_pct":81.8,"total_cases":22,"passed_cases":18,"tokens_delta_pct":59.2,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-02T16:55:14.517019+00:00"},"skill_score":0.8182,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":9.09,"with_pass_pct":81.8,"without_pass_pct":72.7,"tokens_delta_pct":59.2,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"mixed","never_hurt":true,"completed_at":"2026-08-02T16:55:14.517019+00:00","run_id":"a86e4a48-6d1a-4818-bc1c-5db6d3731950","version_number":2,"is_latest_version":true,"gate":null}],"trust":{"skill_safety":"passed","safety_status":"clean","intent_verdict":"safe","content_status":"clean","indexable":true},"license":null,"install_count":0,"manifest_hash":"6bfcd38b76856c0328edee65ecb2ceac8c85dd3b97e15da856ee7259b85a72eb","raw_url":"https://app.decimal.ai/s/bio-rna-quantification-count-matrix-qc/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/bio-rna-quantification-count-matrix-qc"}