{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001164277,0.000305991,0.0004478061,0.006166887,0.003791072,0.00147141,0.0007446503,0.0003723161,0.004810736],"category_scores_gemma":[0.003730424,0.0002124575,0.000698638,0.007156732,0.001019512,0.0005023046,0.00125232,0.0006919862,0.0003366572],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01859157,"about_ca_system_score_gemma":0.01976734,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.970966,"about_ca_topic_score_gemma":0.978673,"domain_scores_codex":[0.9983102,0.0000784164,0.00006481486,0.0001735057,0.000820648,0.0005523794],"domain_scores_gemma":[0.9947217,0.0002524579,0.0005762469,0.0001144687,0.003246427,0.001088653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001225267,0.00003115055,0.9647971,0.00006870524,0.00005296168,0.0001433671,0.006878099,0.00005013914,0.0003125325,0.00049461,0.00297041,0.02407837],"study_design_scores_gemma":[0.000001319592,0.00001673441,0.9958824,0.00001548351,0.00000574744,0.00004218399,0.002942276,0.00004723171,0.00002487558,0.00002313457,0.0009912255,0.000007475358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853376,0.0009535642,0.0001470252,0.001127949,0.00003406632,0.00004046417,0.003870807,0.00001705311,0.008471423],"genre_scores_gemma":[0.9965456,0.0005231867,0.0001636341,0.0001074199,0.00001453381,0.00001340093,0.001363879,0.000006846246,0.001261474],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.970966,"threshold_uncertainty_score":0.1348919,"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."}}