{"id":"W2950233054","doi":"10.1177/0956797617719083","title":"Educational Attainment and Personality Are Genetically Intertwined","year":2017,"lang":"en","type":"article","venue":"Psychological Science","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Psychology; Big Five personality traits; Openness to experience; Personality; Educational attainment; Neuroticism; Trait; Variance (accounting); Big Five personality traits and culture; Facet (psychology); Alternative five model of personality; Developmental psychology; Behavioural genetics; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006077891,0.0000742195,0.00008596911,0.00001295155,0.0005004855,0.00006782897,0.0004364583,0.00007418725,0.00008566447],"category_scores_gemma":[0.001175245,0.00005600739,0.00003052958,0.00002873715,0.001016451,0.000003915811,0.0002434592,0.00005400342,0.00001346676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001360523,"about_ca_system_score_gemma":0.00002690708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001126518,"about_ca_topic_score_gemma":0.00001031646,"domain_scores_codex":[0.9990507,0.00003771454,0.000116694,0.0004488275,0.0001159489,0.0002301223],"domain_scores_gemma":[0.9992903,0.00001784007,0.0001085618,0.0003832951,0.00006966628,0.0001302686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001973656,0.0001295128,0.896409,0.000002070352,0.00000777536,6.845185e-7,0.00002372889,0.000002767996,0.09315771,0.001135881,0.002309152,0.006801995],"study_design_scores_gemma":[0.0001373893,0.000120697,0.9949892,0.000002287601,0.000002539687,0.00000963218,0.00002013521,0.00005221981,0.0002673276,0.00174236,0.002576331,0.00007994039],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9801781,0.00009231071,0.0005193262,0.01120781,0.0001591924,0.00006748838,0.000004645407,0.000003247298,0.007767919],"genre_scores_gemma":[0.9950927,0.00006808891,0.003257685,0.001021258,0.0001461773,0.00001409694,0.00000339792,0.000002303177,0.0003942368],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09858015,"threshold_uncertainty_score":0.3849381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04086820445047718,"score_gpt":0.3921152142110235,"score_spread":0.3512470097605463,"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."}}