{"id":"W185622607","doi":"10.4172/plastic-surgery.1000903","title":"Exposure to plastic surgery during undergraduate medical training: a single-institution review","year":2015,"lang":"en","type":"review","venue":"Plastic Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Plastic surgery; Medicine; Specialty; Academic institution; Medical education; Family medicine; Surgery; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004837033,0.0004263554,0.001286169,0.009519635,0.000877449,0.002352574,0.001569601,0.001108436,0.002746433],"category_scores_gemma":[0.02911165,0.0005915068,0.001440975,0.01677872,0.00122373,0.001579125,0.001000665,0.0007570855,0.0006173863],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005572395,"about_ca_system_score_gemma":0.01859489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09190159,"about_ca_topic_score_gemma":0.2178471,"domain_scores_codex":[0.9927076,0.0009315272,0.002018435,0.0008870386,0.002991159,0.0004643375],"domain_scores_gemma":[0.9438012,0.01976532,0.01552465,0.001234869,0.01703343,0.002640537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003871874,0.0001266498,0.2979191,0.1340339,0.001978374,0.00159356,0.00168967,0.0002156071,0.0005120969,0.0005253174,0.0450417,0.5159768],"study_design_scores_gemma":[0.00006089325,0.000309706,0.6221485,0.1908417,0.005367414,0.01063268,0.003570844,0.0001934062,0.0005663075,0.000152097,0.1660424,0.0001141056],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01007643,0.9869451,0.00008490861,0.0006421426,0.0002260204,0.00003851916,0.0006535852,0.000009879859,0.001323439],"genre_scores_gemma":[0.04923138,0.9491543,0.0001489179,0.0005702277,0.0002641331,0.00003201533,0.0004439166,0.000009791018,0.0001454127],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.09190159,"threshold_uncertainty_score":0.1827334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1946663782197998,"score_gpt":0.3507841529740711,"score_spread":0.1561177747542714,"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."}}