{"id":"W3023618475","doi":"10.1002/per.2259","title":"Trajectories of Big Five Personality Traits: A Coordinated Analysis of 16 Longitudinal Samples","year":2020,"lang":"en","type":"article","venue":"European Journal of Personality","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":159,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"U.S. National Library of Medicine; Biotechnology and Biological Sciences Research Council; Dietmar Hopp Stiftung; Social Sciences and Humanities Research Council of Canada; National Institute on Aging; Leibniz-Gemeinschaft; Adlerbertska Stiftelserna; Alzheimer Society Research Program; Medical Research Council; Stiftelserna Wilhelm och Martina Lundgrens; Forskningsrådet för Arbetsliv och Socialvetenskap; Age UK; Wenner-Gren Stiftelserna","keywords":"Psychology; Conscientiousness; Big Five personality traits; Openness to experience; Personality; Trait; Neuroticism; Extraversion and introversion; Sample (material); Facet (psychology); Big Five personality traits and culture; Developmental psychology; Social psychology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002925596,0.0003792176,0.001560564,0.0003834859,0.00009545514,0.00002626374,0.0008017981,0.0001086641,0.004389942],"category_scores_gemma":[0.0004347993,0.0003292426,0.001358116,0.001775381,0.0007699788,0.0001363589,0.0000613578,0.0006470181,0.00001559822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006442203,"about_ca_system_score_gemma":0.0001368327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000689553,"about_ca_topic_score_gemma":0.0001587291,"domain_scores_codex":[0.9941165,0.002474891,0.001744798,0.0005401633,0.0006764206,0.0004471629],"domain_scores_gemma":[0.9962102,0.0004584312,0.001791151,0.0003215467,0.0008008856,0.0004178319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01054017,0.003404609,0.6868902,0.0006392755,0.03555448,0.0008182062,0.185522,0.0001412397,0.01151079,0.01036683,0.02272652,0.03188565],"study_design_scores_gemma":[0.002130205,0.001289632,0.9818307,0.00005354583,0.002207647,0.00007601293,0.006765109,0.00002048357,0.0001063408,0.00006580675,0.005151215,0.0003032837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778901,0.001109159,0.004868898,0.002562873,0.0004242647,0.0001177191,0.001039358,0.00002548834,0.0119621],"genre_scores_gemma":[0.9979268,0.00002089784,0.0004861008,0.0007617912,0.0005656417,0.000001093412,0.00003703631,0.00003782123,0.0001628185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2949405,"threshold_uncertainty_score":0.999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175024920041103,"score_gpt":0.3319075167056297,"score_spread":0.2144050247015193,"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."}}