{"id":"W4385761510","doi":"10.1097/gox.0000000000005140","title":"Prevalence of International Medical Graduates in Integrated Plastic Surgery Programs","year":2023,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Plastic surgery; Medicine; Medical education; General surgery; Surgery","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":[0.0008583414,0.0001572303,0.0002011556,0.001468513,0.0003814497,0.0005575563,0.0005204585,0.000349596,0.005537118],"category_scores_gemma":[0.003626708,0.0001638705,0.0002358399,0.001522298,0.0003778099,0.000581111,0.001038862,0.0005668652,0.0003568218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004593847,"about_ca_system_score_gemma":0.0008986751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00590619,"about_ca_topic_score_gemma":0.009069883,"domain_scores_codex":[0.9991577,0.0001090165,0.00007519127,0.0001329001,0.0002906617,0.000234688],"domain_scores_gemma":[0.9961568,0.000374829,0.00186652,0.0000741086,0.0002794163,0.001248315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001339589,0.00005980307,0.996156,0.00002342581,0.00000840721,0.00006051003,0.0002450895,0.00001946405,0.0001472985,0.00002926205,0.0002984897,0.002938792],"study_design_scores_gemma":[0.00000127813,0.00005067069,0.9983786,0.00002917806,0.000004782546,0.0002151442,0.0007683027,0.00007483237,0.00004107893,0.000009821039,0.0004240095,0.000002265644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980351,0.0002065848,0.00009702463,0.0001979412,0.00001152228,0.00001715693,0.0002094339,0.000008548616,0.001216609],"genre_scores_gemma":[0.9989368,0.0002161004,0.0001539239,0.00007987896,0.00001570259,0.00001529774,0.0002545836,0.000003286648,0.0003244123],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00590619,"threshold_uncertainty_score":0.01852351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07430666301411051,"score_gpt":0.4054332935207414,"score_spread":0.3311266305066308,"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."}}