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  "Description": "Identifies candidate item sets through threshold-driven\niterative removal searches in exploratory factor analysis.\nProvides a no-removal baseline, numerical diagnostics, factor\nreliability, holdout evaluation, and bootstrap search stability\nto support transparent screening and documented content review\nrather than automatic measurement decisions. The loading\ncriteria are based on best practices and established heuristics\n(e.g., Costello & Osborne (2005) <doi:10.7275/jyj1-4868>,\nHoward (2016) <doi:10.1080/10447318.2015.1087664>). Includes\nflexible thresholds for factor loadings (min_loading) and\ncross-loading differences (loading_diff).",
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