{"id":"W4392913553","doi":"10.3390/jintelligence12030034","title":"How Cognitive Ability Shapes Personality Differentiation in Real Job Candidates: Insights from a Large-Scale Study","year":2024,"lang":"en","type":"article","venue":"Journal of Intelligence","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Personality; Psychology; Cognition; Big Five personality traits; Sample (material); Cognitive 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001356021,0.0001983829,0.0002455417,0.0005519715,0.0006957123,0.001066086,0.0003071141,0.0004014125,0.001446175],"category_scores_gemma":[0.005255811,0.0002059194,0.0002461488,0.0004112657,0.0005822545,0.0005179879,0.0005500132,0.0005651669,0.0003258574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001631281,"about_ca_system_score_gemma":0.0001684557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002869354,"about_ca_topic_score_gemma":0.00589783,"domain_scores_codex":[0.9995013,0.0002416929,0.00002414806,0.00007645848,0.00008321165,0.00007317556],"domain_scores_gemma":[0.9973438,0.001059956,0.0005599867,0.0002603272,0.0002104871,0.0005655032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002934452,0.0004397114,0.9855393,0.00001676509,0.00005378291,0.0002338555,0.007310804,0.00005386015,0.001283618,0.0000746182,0.0002251004,0.004475248],"study_design_scores_gemma":[0.000005475228,0.000128373,0.9969735,0.000003019063,0.000005421042,0.0001098241,0.002399579,0.0001388861,0.00005478192,0.00003888077,0.0001378028,0.000004521815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998124,0.00001330652,0.00003304353,0.00001470936,0.00000162724,0.000002640261,0.00001429896,4.181963e-7,0.0001075445],"genre_scores_gemma":[0.9997877,0.00001312651,0.00004041322,0.00001737814,0.000003006552,0.000004166429,0.00003023426,8.945514e-7,0.0001030355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002869354,"threshold_uncertainty_score":0.007171392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04992296380094357,"score_gpt":0.3658918983875806,"score_spread":0.315968934586637,"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."}}