{"id":"W2512839874","doi":"10.1097/acm.0000000000001356","title":"The Characteristics of International Medical Graduates Who Have Been Disciplined by Professional Regulatory Colleges in Canada: A Retrospective Cohort Study","year":2016,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University Health Network; University of Toronto; Toronto General Hospital; Helix Biopharma (Canada); Sunnybrook Health Science Centre; Ministry of Health and Long Term Care","funders":"","keywords":"Medicine; Misconduct; Confidence interval; Relative risk; Population; Family medicine; Discipline; Demography; Internal medicine; Environmental health; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003871274,0.0002258579,0.0007461694,0.00008771698,0.0003964701,9.659955e-7,0.0007636482,0.0003130841,0.0007079888],"category_scores_gemma":[0.00481707,0.0001115124,0.00002194911,0.0002403641,0.0004310743,0.00007546922,0.0003358772,0.00140086,0.000008612343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002210323,"about_ca_system_score_gemma":0.00289548,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2298977,"about_ca_topic_score_gemma":0.410839,"domain_scores_codex":[0.9942406,0.0007719161,0.001746033,0.0004061678,0.002188918,0.000646332],"domain_scores_gemma":[0.9951755,0.002946349,0.0007811752,0.0003577348,0.0003905886,0.0003486388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001686039,0.00001962236,0.8200305,0.0000265286,0.00004477773,0.000009189711,0.002431683,2.411488e-8,0.00003820852,0.0008911736,0.1758844,0.0004553705],"study_design_scores_gemma":[0.0021383,0.0001140445,0.9684985,0.003034067,0.00002273777,0.000001592573,0.01553884,0.00005696041,0.00001286228,0.0006089621,0.009859594,0.0001135215],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9192113,0.0004572234,0.000008599487,0.07540197,0.002108319,0.001796829,0.0001282952,0.00002177827,0.0008656916],"genre_scores_gemma":[0.981283,0.001679812,0.000002435436,0.00105686,0.0007328619,0.0003224796,0.00003945911,0.00002402201,0.01485906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1809413,"threshold_uncertainty_score":0.7752305,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206743407934657,"score_gpt":0.3993264216139197,"score_spread":0.3772589875345732,"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."}}