{"id":"W1980621113","doi":"10.1002/per.496","title":"Broad versus narrow personality measures and the prediction of behaviour across cultures","year":2003,"lang":"en","type":"article","venue":"European Journal of Personality","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":229,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Personality; Big Five personality traits; Trait; Big Five personality traits and culture; Variance (accounting); Consistency (knowledge bases); Social psychology; Alternative five model of personality; Explained variation; Developmental psychology; Clinical psychology; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005239542,0.0004231738,0.0002868021,0.0008241369,0.0002958885,0.001009019,0.0002605345,0.0002677691,0.0008330211],"category_scores_gemma":[0.02680168,0.0001763756,0.0002827634,0.0004505958,0.0007281351,0.0007473963,0.001553981,0.0007769538,0.000241796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002431617,"about_ca_system_score_gemma":0.000245827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003232718,"about_ca_topic_score_gemma":0.004250373,"domain_scores_codex":[0.9982326,0.00109015,0.000127116,0.0001810493,0.0002439935,0.0001251252],"domain_scores_gemma":[0.987752,0.005977204,0.002465151,0.001699784,0.001090899,0.001014885],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002377172,0.00003854866,0.9681304,0.00002974307,0.0001527277,0.00009202561,0.001611744,0.0008846157,0.001244457,0.0005014034,0.0001765954,0.02690008],"study_design_scores_gemma":[0.000007903532,0.0001591331,0.9923757,0.00004439617,0.00003720219,0.0001498124,0.0009821567,0.00349595,0.0005019847,0.001856619,0.0003734191,0.00001565064],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972276,0.0001627571,0.001274999,0.00006421316,0.00001211181,0.00001244209,0.00005938197,0.000005563827,0.001180775],"genre_scores_gemma":[0.9989915,0.00006040634,0.0007209777,0.00001707917,0.000005386926,0.000009210475,0.0000622338,0.000002283447,0.0001309335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005239542,"threshold_uncertainty_score":0.02770972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07508091688189279,"score_gpt":0.3514618257753367,"score_spread":0.2763809088934439,"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."}}