{"id":"W2098542596","doi":"10.1016/j.surg.2006.06.001","title":"The medical education of United States citizens who train abroad","year":2006,"lang":"en","type":"article","venue":"Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Graduation (instrument); Medicine; Directory; Medical education; IMG; Workforce; Curriculum; Certification; Quarter (Canadian coin); Specialty; Commission; Licensure; Family medicine; Pedagogy; Political science; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.003606957,0.000212706,0.0002346816,0.001141241,0.006541558,0.004782255,0.0008437671,0.00547949,0.01501851],"category_scores_gemma":[0.01282109,0.0002829096,0.0003881101,0.001247711,0.001975209,0.004227908,0.00440382,0.004553046,0.0009823032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003479189,"about_ca_system_score_gemma":0.018171,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05351608,"about_ca_topic_score_gemma":0.118394,"domain_scores_codex":[0.9961962,0.001211182,0.0001301442,0.0001089526,0.0004993769,0.001854213],"domain_scores_gemma":[0.9843348,0.001976315,0.001758435,0.000139975,0.001153698,0.01063682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002258969,0.001764889,0.5706622,0.0005255759,0.00004558019,0.001380577,0.04783811,0.0001659354,0.0006867922,0.008331564,0.2067445,0.1616284],"study_design_scores_gemma":[0.00005379482,0.0006235939,0.5931919,0.001568003,0.00003046326,0.0008396191,0.2750027,0.0001454311,0.0001798756,0.001877244,0.1264455,0.00004199053],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.511083,0.01085588,0.00007666733,0.4229229,0.00376932,0.00006300904,0.0003753119,0.00002148441,0.05083238],"genre_scores_gemma":[0.9027478,0.009152271,0.0001207144,0.06925159,0.001549835,0.00007404464,0.0002479836,0.00001600337,0.0168397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05351608,"threshold_uncertainty_score":0.1064092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02532625234498753,"score_gpt":0.4156738258925905,"score_spread":0.390347573547603,"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."}}