{"id":"W2147760283","doi":"10.1111/j.1467-9310.2011.00665.x","title":"An investigation of the personality traits of scientists versus nonscientists and their relationship with career satisfaction","year":2011,"lang":"en","type":"article","venue":"R and D Management","topic":"Creativity in Education and Neuroscience","field":"Psychology","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Conscientiousness; Psychology; Agreeableness; Big Five personality traits; Openness to experience; Extraversion and introversion; Social psychology; Optimism; Assertiveness; Personality; Facet (psychology); Coaching; Applied psychology; Psychotherapist","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":[0.0002120124,0.00004581894,0.00004935684,0.00005456862,0.00009947833,0.00001048302,0.00005769012,0.00001499333,0.00003680916],"category_scores_gemma":[0.000007873547,0.00003027647,0.00001021024,0.0002049461,0.0003692161,0.00009145133,0.00001948541,0.0000293119,5.316737e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007522884,"about_ca_system_score_gemma":0.000009336782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002360049,"about_ca_topic_score_gemma":0.0003494241,"domain_scores_codex":[0.9995304,0.00007085548,0.00008068824,0.0001571318,0.0001002693,0.00006067534],"domain_scores_gemma":[0.9996837,0.00003451484,0.00007337447,0.0001460947,0.0000276656,0.0000346204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006599678,0.00006443078,0.9199576,0.00003994334,0.00001279789,2.545169e-7,0.02152222,0.000001055428,0.00100047,0.0518069,0.00009621114,0.005432148],"study_design_scores_gemma":[0.0002938337,0.00008543951,0.9962187,0.00001194143,0.0000168974,0.000002369829,0.002396415,0.00001552247,0.0005674889,0.0003208986,0.00003682705,0.00003367201],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938281,0.00001913358,0.0002704576,0.00007072963,0.0002580228,0.0001675459,0.000007714178,0.000006156538,0.005372172],"genre_scores_gemma":[0.9995016,0.00000358443,0.0002257606,0.00002603744,0.000004083702,0.000008608554,9.795792e-7,0.000002156386,0.0002271573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07626112,"threshold_uncertainty_score":0.1360392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1083211100885878,"score_gpt":0.3175146306429162,"score_spread":0.2091935205543284,"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."}}