{"id":"W2801043211","doi":"10.1027/1015-5759/a000466","title":"Personality Measurement and Profile in a European Sample of Civil Airline Pilots","year":2018,"lang":"en","type":"article","venue":"European Journal of Psychological Assessment","topic":"Personality Traits and Psychology","field":"Psychology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Psychology; Personality; Sample (material); Population; Facet (psychology); Structural equation modeling; Psychometrics; Personality Assessment Inventory; Civil aviation; Normative; Social psychology; Big Five personality traits; Statistics; Clinical psychology; Aviation; Demography; Engineering; Mathematics; Political science; Sociology","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":[0.009099239,0.0002696851,0.0005463038,0.000204458,0.00007297206,0.0000298085,0.0005169919,0.00005809723,0.004383482],"category_scores_gemma":[0.0001799342,0.0001999317,0.0001731902,0.0002825175,0.0005204373,0.00008305575,0.00009562921,0.000627108,0.00007696995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006575518,"about_ca_system_score_gemma":0.00003027811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002345326,"about_ca_topic_score_gemma":0.0000451498,"domain_scores_codex":[0.993494,0.003682152,0.001274193,0.0004960115,0.0006143533,0.0004393274],"domain_scores_gemma":[0.9980723,0.0001615821,0.000736927,0.0003774252,0.0004011569,0.0002505686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006739748,0.02429878,0.4413603,0.0002263712,0.001347838,0.004059443,0.02094417,0.00000925097,0.03495479,0.01930552,0.1041074,0.3426464],"study_design_scores_gemma":[0.003335042,0.005291127,0.9677966,0.0001177541,0.00003443591,0.0003087542,0.0004838156,0.000005349808,0.00001534511,0.0004344109,0.02197065,0.0002067169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7703813,0.0003971159,0.00541265,0.001672738,0.0009157758,0.0002024458,0.00004000475,0.0000206614,0.2209573],"genre_scores_gemma":[0.9913869,0.00003593335,0.00653968,0.001226527,0.00066565,0.000002548913,0.000003667367,0.00003268301,0.0001064306],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5264363,"threshold_uncertainty_score":0.9965267,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1448133983465055,"score_gpt":0.4015058883605006,"score_spread":0.256692490013995,"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."}}