{"id":"W4318479599","doi":"10.1057/s41599-023-01534-z","title":"Career development of international medical graduates in Canada: status of the unmatched","year":2023,"lang":"en","type":"article","venue":"Humanities and Social Sciences Communications","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; Women's College Hospital; Canadian Thoracic Society; Ontario Medical Association; Ontario Genomics; University of British Columbia; College of Physicians and Surgeons of Ontario; College of Veterinarians of British Columbia; Hospital for Sick Children; Alberta Medical Association; University of Toronto; Structural Genomics Consortium; St. Michael's Hospital","funders":"University of Toronto; Women's College Hospital","keywords":"Career development; Medical education; Position (finance); Work (physics); Career planning; Medical school; Medicine; Political science; Business","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0006149074,0.0000408432,0.0001132554,0.00004815821,0.001373515,0.000003770356,0.0007195232,0.00003510789,0.0000957458],"category_scores_gemma":[0.0001268375,0.00003027828,0.00001252259,0.0003133391,0.0006121784,0.00003915101,0.0005852226,0.0001655683,0.000001424051],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752791,"about_ca_system_score_gemma":0.003809765,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7145478,"about_ca_topic_score_gemma":0.9863951,"domain_scores_codex":[0.9986553,0.0002203804,0.0003900762,0.00006110255,0.0004284958,0.0002447122],"domain_scores_gemma":[0.9991009,0.0004723757,0.0001528711,0.0001433263,0.0001075023,0.00002303728],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003176041,0.00002374941,0.6849139,0.0000876113,0.00001124654,1.644349e-7,0.1482583,0.000005230506,0.000006281172,0.1598919,0.003551702,0.003246804],"study_design_scores_gemma":[0.0001720299,0.000006688346,0.6250991,0.0002225016,0.000002609647,6.324965e-8,0.2850415,0.0003686029,0.000005302581,0.0014557,0.08757145,0.00005441858],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749758,0.0002755421,7.50645e-7,0.007705959,0.0002187722,0.000167892,0.00002550959,0.000009924884,0.01661991],"genre_scores_gemma":[0.9985694,0.0006269194,0.0001509813,0.0003724039,0.00001358302,0.00003132479,0.00001310457,0.000002194308,0.0002200552],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2718472,"threshold_uncertainty_score":0.9999266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2860414639883906,"score_gpt":0.4529778585211412,"score_spread":0.1669363945327506,"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."}}