{"slug":"mims-harvard-tooluniverse-image-analysis","source_name":"mims-harvard/tooluniverse-image-analysis","name":"Mims Harvard/Tooluniverse Image Analysis","description":"Microscopy and quantitative imaging analysis — colony morphometry, fluorescence intensity quantification, cell-count statistics, dose-response curves, and ANOVA/Dunnett on image-derived measurements. Uses pandas/numpy/scipy/scikit-image. Use for analyzing tabular outputs from CellProfiler/ImageJ, image-derived measurement statistics, and image-based assay quantification.","version":1,"lift":{"pass_rate_delta_pts":-8.7,"pass_rate_pct":52.2,"total_cases":23,"passed_cases":12,"tokens_delta_pct":127,"turns_delta_pct":0,"verdict":"mixed","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-06T14:47:39.099264+00:00"},"skill_score":null,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":-8.7,"with_pass_pct":52.2,"without_pass_pct":60.9,"tokens_delta_pct":127,"turns_delta_pct":0,"total_cases":23,"cases_aggregated":13,"verdict":"mixed","never_hurt":false,"completed_at":"2026-08-06T14:47:39.099264+00:00","run_id":"da790c87-6f76-4abb-9e72-ea67d55ff097","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":"Apache-2.0","install_count":0,"manifest_hash":"13910b7030472183df70e469a62b882e5df317bac70b2aaf026a13420a8a298f","raw_url":"https://app.decimal.ai/s/mims-harvard-tooluniverse-image-analysis/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/mims-harvard-tooluniverse-image-analysis"}