{"id":"W2097882048","doi":"","title":"Examination outcomes for international medical graduates pursuing or completing family medicine residency training in Quebec.","year":2010,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Certification; Medicine; Family medicine; Residency training; Medical education; Continuing education; Management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009229027,0.0002030146,0.0002091765,0.001249295,0.0008298928,0.0005799842,0.0005246471,0.0003369263,0.004104016],"category_scores_gemma":[0.005686182,0.00008848828,0.0002526107,0.001903487,0.0003412895,0.00035999,0.0003870669,0.0003280719,0.000297443],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009842981,"about_ca_system_score_gemma":0.009275525,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.892403,"about_ca_topic_score_gemma":0.9543979,"domain_scores_codex":[0.9994333,0.00005183784,0.00003643768,0.00006161199,0.0002397218,0.0001770089],"domain_scores_gemma":[0.9953386,0.0003987798,0.001409969,0.00006536166,0.001924955,0.0008624055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005134499,0.0000172915,0.987734,0.00006290806,0.00002979293,0.00007604279,0.0001779651,0.00004774401,0.00006287363,0.00002569051,0.002130326,0.009584141],"study_design_scores_gemma":[0.000003839993,0.00002529906,0.9985328,0.00004074906,0.00001706257,0.00005714307,0.0002683505,0.00005884306,0.00003549887,0.000003067889,0.0009545613,0.000002857815],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815021,0.005145604,0.0001142992,0.001154196,0.00003533356,0.00006207695,0.005414706,0.00002399262,0.00654766],"genre_scores_gemma":[0.9960736,0.0008360156,0.00009260443,0.0001252133,0.00000968676,0.00001592674,0.001786986,0.000004455241,0.001055502],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.990157,"threshold_uncertainty_score":0.2164612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1879626856416204,"score_gpt":0.4595406361551816,"score_spread":0.2715779505135612,"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."}}