{"id":"W4309217798","doi":"10.30770/2572-1852-108.3.18","title":"Facilitating the Path to Licensure and Practice: International Medical Graduates in Canada","year":2022,"lang":"en","type":"article","venue":"Journal of Medical Regulation","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Medical Council of Canada","funders":"","keywords":"Licensure; Jurisdiction; License; Government (linguistics); Health care; Credentialing; Political science; Medical education; Medicine; Public relations; Law","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.008490139,0.00006929263,0.0001794744,0.00007826142,0.0003751971,0.000006273369,0.0003398963,0.00007801202,0.002107212],"category_scores_gemma":[0.02537622,0.00004685575,0.00002075377,0.000251072,0.00003047041,0.0001055735,0.0002271317,0.001359971,0.000003121887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001147502,"about_ca_system_score_gemma":0.004141424,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2090985,"about_ca_topic_score_gemma":0.3117079,"domain_scores_codex":[0.9935942,0.001482065,0.0008930207,0.0001023936,0.003678632,0.0002496375],"domain_scores_gemma":[0.9929737,0.005794345,0.0004825507,0.00008678542,0.0002530897,0.0004095115],"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":[0.001713667,0.0002352961,0.25646,0.000293415,0.0001198933,0.0008646353,0.04399503,0.002727119,0.00003525968,0.0144428,0.4013043,0.2778085],"study_design_scores_gemma":[0.002171299,0.0002446867,0.2499553,0.001412282,0.00002004494,0.0004413335,0.1336335,0.0178198,0.000001028325,0.002037728,0.5921167,0.0001462922],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6285617,0.0004148349,0.0002227344,0.3683497,0.001535215,0.0002228969,0.00000656666,0.00000437523,0.0006819231],"genre_scores_gemma":[0.9889801,0.0001421204,0.0004347027,0.00986468,0.0004157113,0.00001752761,0.000005221305,0.000006506028,0.0001334458],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3604183,"threshold_uncertainty_score":0.998805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04061976835388081,"score_gpt":0.4489199454397446,"score_spread":0.4083001770858638,"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."}}