{"id":"W4229062182","doi":"10.1097/pec.0000000000002742","title":"Impact of a 1-Year Pediatric Emergency Medicine Training Program for International Medical Graduates","year":2022,"lang":"en","type":"article","venue":"Pediatric Emergency Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto","funders":"","keywords":"Medicine; Subspecialty; Program director; Family medicine; Pediatric emergency medicine; Emergency department; Medical education; Nursing; Emergency physician","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003068279,0.0003412279,0.0001644992,0.0002884615,0.001158154,0.0009346344,0.0009816291,0.0007118925,0.008421359],"category_scores_gemma":[0.009603908,0.0001771193,0.0003270532,0.0002531752,0.0005227209,0.0005762881,0.002473571,0.001013311,0.0004930123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004088588,"about_ca_system_score_gemma":0.01812637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04007406,"about_ca_topic_score_gemma":0.1477257,"domain_scores_codex":[0.9977101,0.0007404306,0.000059919,0.0001048579,0.000459008,0.0009256937],"domain_scores_gemma":[0.9904028,0.0005194488,0.0008005482,0.0001175763,0.0006614517,0.007498107],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001531647,0.01012823,0.5769478,0.001234034,0.0001372956,0.0009679741,0.007551236,0.0006666666,0.001860958,0.0008989777,0.03329714,0.364778],"study_design_scores_gemma":[0.0002191113,0.004413083,0.9664195,0.0006638502,0.0000555633,0.0003731726,0.009747558,0.000178524,0.0003395155,0.00006725918,0.0174938,0.00002907002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982662,0.0007267666,0.0001052896,0.005948524,0.0003488529,0.0002204571,0.0002412324,0.00003346126,0.009713505],"genre_scores_gemma":[0.9949272,0.0007525999,0.0005401945,0.001205401,0.0001574301,0.0001387228,0.0002670637,0.00000656024,0.002004885],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04007406,"threshold_uncertainty_score":0.07968158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0745112225901365,"score_gpt":0.4912301642005673,"score_spread":0.4167189416104308,"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."}}