{"id":"W4311956777","doi":"10.3390/ijerph192416468","title":"The Big Five Personality Traits as Predictors of Negative Emotional States in University Students in Taiwan","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Agreeableness; Neuroticism; Big Five personality traits; Openness to experience; Psychology; Clinical psychology; DASS; Personality; Anxiety; Alternative five model of personality; Conscientiousness; Extraversion and introversion; Psychiatry; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004390384,0.00007355104,0.0001599501,0.0004276655,0.0001914982,0.00002735695,0.0006423643,0.00003443076,0.001028503],"category_scores_gemma":[0.0001000313,0.0000629957,0.00005008196,0.0002126621,0.0004765597,0.0001128407,0.0002021714,0.0007822232,0.000002818889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007571529,"about_ca_system_score_gemma":0.0003616693,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001414962,"about_ca_topic_score_gemma":0.0007587209,"domain_scores_codex":[0.9961401,0.001568559,0.0004128162,0.0001789419,0.001348704,0.0003509193],"domain_scores_gemma":[0.9989273,0.0005148026,0.0002299397,0.00006562607,0.00005974528,0.0002025999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001977372,0.003777999,0.905425,0.000007302074,0.0003128051,0.0002297639,0.03621955,0.00002582868,0.00004341602,0.005417529,0.001913325,0.04465018],"study_design_scores_gemma":[0.00193722,0.00102631,0.9215863,0.00001166277,7.593297e-7,0.00008913359,0.05551919,0.000007500824,5.395253e-7,0.001711968,0.01806951,0.00003985147],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9765459,0.0004010082,0.000005821506,0.02147466,0.0003252371,0.0001424396,0.0004276784,0.000001129798,0.0006761091],"genre_scores_gemma":[0.998473,0.0004987512,0.00001055754,0.0003364169,0.00007996574,0.000003465144,0.00001848376,0.000005086552,0.0005742397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04461033,"threshold_uncertainty_score":0.9998847,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07242207780753465,"score_gpt":0.4092904973976574,"score_spread":0.3368684195901227,"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."}}