{"slug":"openmatter-network-internal-structure-validation","source_name":"openmatter-network/internal-structure-validation","name":"Openmatter Network/Internal Structure Validation","description":"Use when examining the internal structure of a selection procedure as supporting validity evidence — the relationships among items/components and how they conform to the intended conceptual framework (unidimensional vs. multidimensional). Covers dimensionality, factor-analytic models, when coefficient alpha is and isn't appropriate, and validity of subscores. Triggers: \"internal structure\", \"dimensionality\", \"factor analysis / CFA\", \"coefficient alpha\", \"is this scale unidimensional\", \"subscale ","version":1,"lift":{"pass_rate_delta_pts":13.64,"pass_rate_pct":100,"total_cases":22,"passed_cases":22,"tokens_delta_pct":20.4,"turns_delta_pct":0,"verdict":"pass","benchmark_model":"gemini-3.6-flash","grading_method":"judged","completed_at":"2026-08-03T14:05:20.793319+00:00"},"skill_score":1,"benchmark_models":[{"model":"gemini-3.6-flash","headline":true,"delta_pts":13.64,"with_pass_pct":100,"without_pass_pct":86.4,"tokens_delta_pct":20.4,"turns_delta_pct":0,"total_cases":22,"cases_aggregated":22,"verdict":"pass","never_hurt":true,"completed_at":"2026-08-03T14:05:20.793319+00:00","run_id":"7afc1925-e1fe-42a8-a66f-6e37b860611a","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":"MIT","install_count":0,"manifest_hash":"e5dd6089e9389e990469c9114d1702e2a2fca6fc98dfb410ce6b1c028da365b2","raw_url":"https://app.decimal.ai/s/openmatter-network-internal-structure-validation/SKILL.md","scorecard_url":"https://app.decimal.ai/skills/openmatter-network-internal-structure-validation"}