{"id":"W2099570112","doi":"","title":"Canadian and immigrant international medical graduates.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Immigration; IMG; Medicine; Christian ministry; Family medicine; Population; Country of origin; Medical education; Workforce; Political science; Environmental health","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000724156,0.00008824035,0.0001289119,0.0001033534,0.000310462,0.00000829432,0.0001956635,0.0001699257,0.001179644],"category_scores_gemma":[0.0003987893,0.00007723299,0.00001918178,0.00009673811,0.00004386068,0.00008619011,0.00006450938,0.0003743912,0.0003061155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005537563,"about_ca_system_score_gemma":0.000315188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2118828,"about_ca_topic_score_gemma":0.6863853,"domain_scores_codex":[0.9982845,0.0001022569,0.0003165054,0.0001828979,0.0003325591,0.0007813424],"domain_scores_gemma":[0.9984568,0.0001379675,0.00005615253,0.0001274176,0.00007039688,0.001151295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002413276,0.00002229524,0.3005605,0.00003908663,0.00002271082,0.00002508391,0.001309789,0.000001140242,1.815707e-7,0.005367473,0.1441152,0.5485123],"study_design_scores_gemma":[0.0003389218,0.000002292798,0.3274522,0.00003161528,0.00000288952,0.000003984022,0.0002646372,0.0001249236,8.733319e-7,0.0002178593,0.6714993,0.0000605221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5402864,0.0009506736,0.00000772956,0.3350315,0.002014788,0.00135555,0.00004059811,0.0001378842,0.1201749],"genre_scores_gemma":[0.9762024,0.0003142683,0.000120286,0.01228387,0.0008131455,0.0008739991,0.00002064375,0.00001264507,0.009358688],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5484518,"threshold_uncertainty_score":0.9997334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03529525964621312,"score_gpt":0.3635911615349929,"score_spread":0.3282959018887798,"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."}}