{"id":"W4389923501","doi":"10.4103/jfmpc.jfmpc_1714_22","title":"Differences between international medical graduates and Canadian medical graduates in a medical learning environment: From matching to residency and beyond","year":2023,"lang":"en","type":"article","venue":"Journal of Family Medicine and Primary Care","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University; University of British Columbia Hospital","funders":"","keywords":"IMG; Medicine; Mentorship; Medical education; Specialty; Certification; United States Medical Licensing Examination; Matching (statistics); MEDLINE; Medical school; FANCA; Immigration; Family medicine; Pathology; Fanconi anemia; Management","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":[0.005603154,0.0002124603,0.0006175175,0.008330955,0.00124603,0.002029472,0.000861617,0.0006488495,0.002719961],"category_scores_gemma":[0.03239704,0.0001523337,0.0007993862,0.01503586,0.0009619023,0.00158544,0.001193338,0.0005677206,0.0001391865],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009676958,"about_ca_system_score_gemma":0.02708665,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.404198,"about_ca_topic_score_gemma":0.6056683,"domain_scores_codex":[0.9955357,0.0005631552,0.0007317389,0.0003308034,0.002263528,0.0005750604],"domain_scores_gemma":[0.9843767,0.005711684,0.004833824,0.0001318352,0.003682456,0.001263511],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006719214,0.0001201612,0.5121644,0.08003702,0.001419275,0.001086011,0.02117219,0.000287578,0.000984596,0.004556018,0.0143782,0.3631226],"study_design_scores_gemma":[0.00004924357,0.0002057524,0.8933715,0.03413655,0.0009731748,0.0006963554,0.03225905,0.00008552555,0.0003499188,0.0005154355,0.03731253,0.00004505754],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.469404,0.4663332,0.0006114639,0.01693264,0.000695245,0.0004605446,0.007581538,0.00003192563,0.03794953],"genre_scores_gemma":[0.8584061,0.1344317,0.001368369,0.002199697,0.0001514544,0.0001641259,0.002372953,0.000009020273,0.0008965677],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9903231,"threshold_uncertainty_score":0.8036906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06074223234836966,"score_gpt":0.3946444588385145,"score_spread":0.3339022264901448,"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."}}