{"id":"W4206162902","doi":"10.1111/spc3.12656","title":"Practical recommendations for considering culture, race, and ethnicity in personality psychology","year":2022,"lang":"en","type":"article","venue":"Social and Personality Psychology Compass","topic":"Cultural Differences and Values","field":"Psychology","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; York University","funders":"","keywords":"Ethnic group; Emic and etic; Psychology; Personality; Race (biology); Social psychology; Feeling; Sociology; Gender studies; Anthropology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009931272,0.0002400512,0.0005097175,0.00007940386,0.0009535696,0.00003780291,0.0001495912,0.0002389147,0.002307362],"category_scores_gemma":[0.00006344821,0.0002331487,0.0001328864,0.0002193309,0.0005139379,0.00009102747,0.0001303974,0.0008384195,0.000007011942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005865511,"about_ca_system_score_gemma":0.00002945923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000750643,"about_ca_topic_score_gemma":0.0006626482,"domain_scores_codex":[0.9971264,0.001068042,0.0004079222,0.0007625162,0.0001527564,0.0004823529],"domain_scores_gemma":[0.9991081,0.0003721277,0.0001755021,0.0001651229,0.00006321115,0.0001159284],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001672452,0.001469368,0.2044607,0.00007252715,0.0003627548,0.00003274425,0.07074335,3.677741e-7,0.0004068779,0.1608747,0.5500127,0.009891482],"study_design_scores_gemma":[0.002578905,0.0003046403,0.7595613,0.00000484009,0.00004684404,0.0001873031,0.01054284,0.00004480407,7.943778e-7,0.017224,0.2092003,0.000303399],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8552387,0.000707576,0.0003888078,0.134088,0.001179868,0.0005421649,0.0004383957,0.00006413738,0.007352347],"genre_scores_gemma":[0.9865798,0.00009520484,0.001308082,0.01037375,0.0002917883,0.0003816021,0.0001333411,0.0000175067,0.0008189389],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5551006,"threshold_uncertainty_score":0.9986047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3651357990689764,"score_gpt":0.5189428407489144,"score_spread":0.153807041679938,"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."}}