{"id":"W1783543865","doi":"10.36834/cmej.36561","title":"International Medical Graduates and the Physician Shortage","year":2011,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Medical education; Family medicine; Data science; Business; Medicine; Computer science; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002769729,0.0005073168,0.0006966064,0.0009517305,0.004409502,0.004824659,0.001389676,0.01980287,0.01310589],"category_scores_gemma":[0.01912569,0.0005111868,0.0005926009,0.001165347,0.002491404,0.004296556,0.001332963,0.01572781,0.0023683],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005553948,"about_ca_system_score_gemma":0.01297726,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03674121,"about_ca_topic_score_gemma":0.08631945,"domain_scores_codex":[0.9979299,0.0003491332,0.0001892427,0.0002023401,0.000851142,0.0004781988],"domain_scores_gemma":[0.9817303,0.007871582,0.00218389,0.000262278,0.00403123,0.003920614],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00001452197,0.00001600436,0.0008951866,0.00006304491,0.0000044435,0.0003288565,0.0002528373,0.00001564108,0.00002514312,0.001268934,0.9916098,0.005505607],"study_design_scores_gemma":[0.00003518731,0.00003081221,0.00532435,0.0004215478,0.00002213742,0.0007441627,0.002321616,0.00009975553,0.00007754416,0.002048987,0.9888517,0.00002227836],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0005792875,0.003964039,0.00001643274,0.9663959,0.02682536,0.000001588218,0.00001538864,0.00000626205,0.002195828],"genre_scores_gemma":[0.02415607,0.01738858,0.0001289972,0.6819761,0.2549854,0.00001305184,0.00005000476,0.00004797527,0.02125376],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.994446,"threshold_uncertainty_score":0.07305467,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03928097183799588,"score_gpt":0.4155330990540091,"score_spread":0.3762521272160132,"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."}}