{"id":"W2885577162","doi":"10.36834/cmej.36798","title":"Personality distribution of Canadian medical students: A first look","year":2018,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Medical Education and Admissions","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Université Laval","keywords":"Personality; Distribution (mathematics); Computer science; Psychology; Social psychology; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002018921,0.0001659453,0.0003153366,0.0007189453,0.0005053974,0.00005680106,0.0005677309,0.0004690753,0.5449566],"category_scores_gemma":[0.1326678,0.0001397461,0.0001338282,0.0009093285,0.0006508375,0.00008910904,0.0000239691,0.001110846,0.0002977015],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009798959,"about_ca_system_score_gemma":0.3888877,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3713496,"about_ca_topic_score_gemma":0.7106882,"domain_scores_codex":[0.9955216,0.0001231501,0.0006805988,0.0002485217,0.002833399,0.0005927446],"domain_scores_gemma":[0.9046763,0.00007716943,0.00014727,0.000291244,0.001178521,0.09362954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001788289,0.0003850416,0.0112873,0.00004605356,0.0000580374,0.00008633406,0.0009782772,2.788769e-8,0.000001756265,0.001310904,0.967527,0.01830142],"study_design_scores_gemma":[0.0007600646,0.0001451141,0.04860096,0.0007992224,0.00005298323,0.001764037,0.001573932,0.00008255227,0.0000120053,0.00008281376,0.9459956,0.0001307574],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2166263,0.0005272884,0.00008350921,0.7531537,0.004725927,0.0003681446,0.00006125006,0.00002402192,0.02442994],"genre_scores_gemma":[0.8230209,0.0003166415,0.0001695104,0.1689266,0.004238402,0.00001662705,0.000175118,0.00002185686,0.003114326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6063947,"threshold_uncertainty_score":0.8746381,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02014631596939616,"score_gpt":0.3548541208158552,"score_spread":0.3347078048464591,"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."}}