{"id":"W2081705014","doi":"10.1177/0013164414527449","title":"Seeing Perfectly Fitting Factor Models That Are Causally Misspecified","year":2014,"lang":"en","type":"article","venue":"Educational and Psychological Measurement","topic":"Psychometric Methodologies and Testing","field":"Decision Sciences","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Factor (programming language); Factor analysis; Causal model; Econometrics; Causal structure; Psychology; Statistics; Mathematics; Computer science","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":[],"category_scores_codex":[0.09443253,0.002555092,0.001953439,0.005058376,0.004117135,0.01071129,0.002775316,0.003482291,0.00839173],"category_scores_gemma":[0.4382975,0.002060717,0.002308214,0.004933755,0.01635314,0.02390906,0.007653606,0.009037802,0.001599362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00474916,"about_ca_system_score_gemma":0.006783951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006084021,"about_ca_topic_score_gemma":0.00622576,"domain_scores_codex":[0.9075344,0.05963896,0.004521483,0.008298874,0.01846919,0.001537138],"domain_scores_gemma":[0.6456573,0.2354351,0.028209,0.06843469,0.01994619,0.002317831],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003749962,0.0001955212,0.0405574,0.001036733,0.0008070141,0.001044998,0.02703976,0.01258655,0.001606913,0.7771694,0.01715642,0.1204243],"study_design_scores_gemma":[0.00004095855,0.00009241998,0.005282768,0.0006207416,0.0001327624,0.0005185347,0.005971455,0.01983306,0.001397055,0.9487453,0.01721033,0.0001547479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.07365671,0.002192219,0.872153,0.02603553,0.001227382,0.0002558283,0.0005775931,0.001326683,0.02257516],"genre_scores_gemma":[0.780479,0.00159673,0.2101876,0.003590531,0.0003634364,0.0003910061,0.0007021316,0.000564537,0.002125056],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9055675,"threshold_uncertainty_score":0.499413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8554756584236994,"score_gpt":0.4901287910866036,"score_spread":0.3653468673370959,"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."}}