{"id":"W4406585424","doi":"10.1177/27000710241290623","title":"Personality science around the world","year":2025,"lang":"en","type":"article","venue":"Personality Science","topic":"Cultural Differences and Values","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Personality; Psychology; Social psychology","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":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.003281867,0.0001734247,0.0001735934,0.0001911167,0.002089822,0.0005460726,0.001973527,0.00003292348,0.001554781],"category_scores_gemma":[0.0003194363,0.0001036024,0.0001090538,0.004265439,0.007709596,0.0004732231,0.0003074892,0.0002847263,0.0002129792],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002137599,"about_ca_system_score_gemma":0.0004892153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002635378,"about_ca_topic_score_gemma":0.0007857205,"domain_scores_codex":[0.9971197,0.0001069518,0.0002273232,0.0008595246,0.0009568111,0.0007297288],"domain_scores_gemma":[0.9985899,0.0002160769,0.00008187248,0.000670131,0.0002858845,0.0001561679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004146302,0.0001743922,0.2239911,0.00002048265,0.00002417176,0.000003719711,0.01112525,0.000002383565,0.007327008,0.7400088,0.007525353,0.009755872],"study_design_scores_gemma":[0.0001517757,0.0000208788,0.9723305,0.00002399168,0.00001596486,0.000007014789,0.005212423,0.0004644942,0.0003172004,0.005077596,0.01621604,0.0001621348],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8020488,0.0002658391,0.0000579486,0.009737978,0.001231136,0.0001905093,0.000011575,0.00005824352,0.186398],"genre_scores_gemma":[0.9605657,0.000003038678,0.0001065287,0.002605947,0.0001368659,0.0000257183,9.241859e-7,0.000002926708,0.03655239],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7483394,"threshold_uncertainty_score":0.9993579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1277940317552342,"score_gpt":0.4331747638145281,"score_spread":0.3053807320592939,"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."}}