{"id":"W1923409247","doi":"10.36834/cmej.36566","title":"The Canadian International Medical Graduate Bottleneck: A New Problem for New Doctors","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"IMG; Bottleneck; Medical education; Graduate medical education; Population; Matching (statistics); Residency training; Medicine; Family medicine; Computer science; Accreditation; Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.01011297,0.0006337538,0.0009220738,0.004476888,0.01625228,0.006125718,0.004670765,0.003795586,0.02026545],"category_scores_gemma":[0.02941522,0.0005962114,0.0008198856,0.008581481,0.008021823,0.004879076,0.005933597,0.005925227,0.001444891],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09404162,"about_ca_system_score_gemma":0.255424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.975099,"about_ca_topic_score_gemma":0.9854329,"domain_scores_codex":[0.9875498,0.0009732888,0.0004163939,0.001129509,0.006457251,0.003473774],"domain_scores_gemma":[0.9560513,0.004460205,0.002924159,0.0009290543,0.01348101,0.02215441],"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":[0.0002144232,0.0001420231,0.09345053,0.001441278,0.00009845031,0.001389875,0.01354354,0.0006205779,0.0004396351,0.04527508,0.6048972,0.2384874],"study_design_scores_gemma":[0.0001065627,0.0001971746,0.2163007,0.003077122,0.0001120087,0.002056865,0.05399578,0.001943219,0.0003403416,0.01465139,0.7068442,0.0003746713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.06790203,0.01968443,0.003114977,0.8591084,0.004759138,0.0002011934,0.003235337,0.0003886491,0.04160583],"genre_scores_gemma":[0.74037,0.03417656,0.009427403,0.1848565,0.003408273,0.0003424555,0.003127246,0.0004280698,0.02386346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9059584,"threshold_uncertainty_score":0.6823229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09797049038879668,"score_gpt":0.4445181362698961,"score_spread":0.3465476458810994,"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."}}