{"id":"W2682882715","doi":"10.12927/hcpol.2017.25100","title":"Retention Patterns of Canadians Who Studied Medicine Abroad and Other International Medical Graduates","year":2017,"lang":"en","type":"article","venue":"Healthcare policy","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Gender and Health; Canadian Medical Association; Government of Canada; Royal College of Physicians and Surgeons of Canada; Memorial University of Newfoundland","funders":"","keywords":"Immigration; Medical education; Demographic economics; Medicine; Political science; Psychology; Economics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009524178,0.0001834172,0.0004797706,0.000218533,0.001138484,0.000008875025,0.0004733155,0.0002957013,0.0007336711],"category_scores_gemma":[0.001918153,0.0001525983,0.00003886555,0.00008449744,0.0002705432,0.00009609997,0.0002118719,0.0005262081,0.00003097134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003741852,"about_ca_system_score_gemma":0.0008928695,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7584258,"about_ca_topic_score_gemma":0.3519588,"domain_scores_codex":[0.9971358,0.0003697806,0.0008337204,0.000323283,0.0006391103,0.0006983656],"domain_scores_gemma":[0.9974388,0.0002437018,0.0006540107,0.000582077,0.0003438711,0.0007375588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005131109,0.00001915683,0.9102228,0.0008556457,0.00003705014,0.00001175545,0.008135411,9.200929e-8,0.000003859823,0.05081311,0.01389683,0.01595296],"study_design_scores_gemma":[0.001894089,0.0002199356,0.8120335,0.005439427,0.00001734675,0.000009633406,0.005965705,0.000112981,0.000004071973,0.003973749,0.1701436,0.0001859712],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5152321,0.000853362,0.00002242812,0.4588639,0.001437198,0.0008122472,0.0002751529,0.00006504718,0.02243848],"genre_scores_gemma":[0.9778791,0.002077634,0.00004295618,0.01464562,0.001847633,0.0000663862,0.00002707976,0.00003141482,0.003382157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.462647,"threshold_uncertainty_score":0.8756412,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025379321906515,"score_gpt":0.5222593000444381,"score_spread":0.4197213678537866,"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."}}