{"id":"W4407505237","doi":"10.1037/met0000718","title":"Fit indices are insensitive to multiple minor violations of perfect simple structure in confirmatory factor analysis.","year":2025,"lang":"en","type":"article","venue":"Psychological Methods","topic":"Multi-Criteria Decision Making","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Confirmatory factor analysis; Minor (academic); Statistics; Simple (philosophy); Statistical analysis; Factor (programming language); Psychology; Econometrics; Mathematics; Structural equation modeling; Computer science; Humanities","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.2542871,0.004224792,0.004283784,0.01054381,0.003821037,0.0089519,0.005794192,0.005013934,0.0113558],"category_scores_gemma":[0.7229806,0.004565492,0.004422227,0.01685511,0.01075962,0.01506203,0.008406305,0.01141664,0.00826574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004239493,"about_ca_system_score_gemma":0.00920603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002426495,"about_ca_topic_score_gemma":0.004824099,"domain_scores_codex":[0.691937,0.1912306,0.02145258,0.02466496,0.06871215,0.002002625],"domain_scores_gemma":[0.2993406,0.5077388,0.04918845,0.1072464,0.03414997,0.002335817],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00112994,0.0005897333,0.1627017,0.005065986,0.006655146,0.001234666,0.005916362,0.02518684,0.003519822,0.2435351,0.05602989,0.4884348],"study_design_scores_gemma":[0.0005220483,0.001992758,0.1100715,0.003631193,0.00154208,0.00282081,0.003605391,0.1971212,0.008524164,0.6084038,0.06053966,0.00122549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04131747,0.001971814,0.8942832,0.003299602,0.001301399,0.002500304,0.002822496,0.003548738,0.04895498],"genre_scores_gemma":[0.4029063,0.001166534,0.580542,0.002509324,0.0003920138,0.005976961,0.002801773,0.00134082,0.002364232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7457129,"threshold_uncertainty_score":0.9195968,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3580454211727005,"score_gpt":0.6116049977086426,"score_spread":0.2535595765359421,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}