{"id":"W4392109235","doi":"10.1177/01461672241228624","title":"Personality Trait Change Across a Major Global Stressor","year":2024,"lang":"en","type":"article","venue":"Personality and Social Psychology Bulletin","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Social Sciences and Humanities Research Council","keywords":"Conscientiousness; Agreeableness; Big Five personality traits; Psychology; Neuroticism; Extraversion and introversion; Trait; Stressor; Mental health; Personality; Context (archaeology); Hierarchical structure of the Big Five; Clinical psychology; Developmental psychology; Social psychology; Psychiatry; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004683714,0.0001623584,0.0001504529,0.0002217551,0.0003585585,0.0004828065,0.000092391,0.0002058619,0.002311805],"category_scores_gemma":[0.001108647,0.00007983836,0.0002909248,0.0002678209,0.0001734778,0.0002806008,0.0005570618,0.0005636011,0.0003564624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366224,"about_ca_system_score_gemma":0.0001716129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003893998,"about_ca_topic_score_gemma":0.007434563,"domain_scores_codex":[0.9998553,0.00004194889,0.000008642052,0.00002514847,0.00001884543,0.00005003069],"domain_scores_gemma":[0.9994423,0.00005572502,0.0001795071,0.00005180791,0.00005434173,0.00021629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002065033,0.00009599642,0.9888628,0.0000107272,0.00005536298,0.0000682833,0.0005894444,0.00005084251,0.0008245045,0.00003766699,0.0004758276,0.008722106],"study_design_scores_gemma":[0.000001668862,0.00009324055,0.9993374,0.000002005446,0.000003924738,0.00003041691,0.0002870951,0.00002656846,0.00004405737,0.00001340451,0.0001588044,0.00000141211],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991621,0.00004494968,0.00004671228,0.00006451406,0.00001464444,0.000007815047,0.0001773016,0.000002614043,0.0004792561],"genre_scores_gemma":[0.9991407,0.00002844586,0.00006398659,0.00004713227,0.000007508977,0.000009145551,0.0002410278,9.053181e-7,0.0004610593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003893998,"threshold_uncertainty_score":0.007742643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09574783832216024,"score_gpt":0.4195016879934529,"score_spread":0.3237538496712927,"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."}}