{"id":"W4410711552","doi":"10.1016/j.jrp.2025.104624","title":"Personality/cognitive ability relations with and without the Project Talent Longitudinal Sample","year":2025,"lang":"en","type":"article","venue":"Journal of Research in Personality","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University; University of Calgary","funders":"","keywords":"Psychology; Personality; Sample (material); Cognition; Longitudinal study; Longitudinal sample; Big Five personality traits; Social psychology; Developmental psychology; Applied 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":[],"consensus_categories":[],"category_scores_codex":[0.0105433,0.0002100756,0.0004518141,0.0005078353,0.0004258475,0.0001015456,0.000405052,0.0001756616,0.0006661432],"category_scores_gemma":[0.0009385556,0.0001305449,0.0001555618,0.001262444,0.001899267,0.0001985424,0.00009123198,0.002071852,0.000008300578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002432231,"about_ca_system_score_gemma":0.0006825219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004616018,"about_ca_topic_score_gemma":0.002136063,"domain_scores_codex":[0.9947481,0.002580806,0.0006137697,0.0005099243,0.0009013659,0.0006460189],"domain_scores_gemma":[0.9950989,0.003325163,0.0002280657,0.0003416178,0.0008607875,0.000145473],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002552183,0.0006922709,0.9711736,0.00008943774,0.0003848505,0.00004741584,0.009591487,0.00000105801,0.00002194569,0.008280287,0.003277081,0.003888419],"study_design_scores_gemma":[0.002246642,0.0005972456,0.9722337,0.0002949118,0.00006186163,0.0002693233,0.01182267,0.00002250986,0.000003940518,0.006125857,0.006187603,0.0001337001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9613994,0.001498888,0.0007365266,0.01954134,0.0002232641,0.0006142307,0.0000957485,0.00001131632,0.01587928],"genre_scores_gemma":[0.9980473,0.00004520416,0.0003991143,0.0003872445,0.0001963668,0.0000595938,0.000004948541,0.00001245822,0.0008477694],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03664789,"threshold_uncertainty_score":0.9001282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1957675149796509,"score_gpt":0.5077449426651535,"score_spread":0.3119774276855026,"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."}}