{"id":"W2117183956","doi":"10.1037/a0019227","title":"A new look at the big five factor structure through exploratory structural equation modeling.","year":2010,"lang":"en","type":"article","venue":"Psychological Assessment","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":893,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Economic and Social Research Council","keywords":"Psychology; Agreeableness; Structural equation modeling; Conscientiousness; Measurement invariance; Confirmatory factor analysis; Openness to experience; Big Five personality traits; Exploratory factor analysis; Neuroticism; Goodness of fit; Personality; Factor analysis; Psychometrics; Developmental psychology; Econometrics; Social psychology; Statistics; Extraversion and introversion; Mathematics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000288917,0.0004543402,0.0004047314,0.00005718036,0.0003906678,0.00009855953,0.0007661569,0.000594749,0.03447239],"category_scores_gemma":[0.00003560335,0.0002715704,0.0002274612,0.0002594471,0.0002681785,0.0001444989,0.000142796,0.001468468,0.0004184563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008921441,"about_ca_system_score_gemma":0.00006474723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001791092,"about_ca_topic_score_gemma":0.0004167977,"domain_scores_codex":[0.9967204,0.0003909497,0.0005543755,0.001102843,0.0005013959,0.0007299909],"domain_scores_gemma":[0.9981115,0.0002267381,0.0002247169,0.001088377,0.00009812856,0.0002505146],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001933642,0.001527397,0.03054452,0.0000418464,0.001202314,0.0002055364,0.03651684,0.0006768989,0.07284508,0.2794487,0.1549794,0.4200779],"study_design_scores_gemma":[0.008880374,0.002106753,0.6887061,0.00002937938,0.0002146731,0.0006060094,0.003976381,0.004581651,0.0002234138,0.212325,0.07594141,0.002408897],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517841,0.000235115,0.01521153,0.009232861,0.007043031,0.000564211,0.0002015298,0.0001700878,0.01555753],"genre_scores_gemma":[0.985727,0.00001355595,0.003674538,0.006392944,0.001415227,0.00008094683,0.0001086648,0.0000387144,0.002548467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6581616,"threshold_uncertainty_score":0.9999737,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1301321721861732,"score_gpt":0.4173867228758617,"score_spread":0.2872545506896885,"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."}}