{"id":"W2996458089","doi":"10.36834/cmej.58444","title":"Application rates to surgical residency programs in Canada","year":2019,"lang":"en","type":"article","venue":"Canadian Medical Education Journal","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Department of Agriculture; Dalhousie University","funders":"","keywords":"Specialty; Graduation (instrument); Medicine; Descriptive statistics; Otorhinolaryngology; Orthopedic surgery; Matching (statistics); Vascular surgery; Family medicine; Medical education; Surgery; Statistics; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001169884,0.0002194862,0.0002398848,0.00273859,0.001043484,0.0008877466,0.00103596,0.0003487597,0.004444888],"category_scores_gemma":[0.006985721,0.0001677122,0.0003462427,0.005001485,0.0004996708,0.0002842666,0.0008388191,0.0007424276,0.0005464468],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0189851,"about_ca_system_score_gemma":0.04405604,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9636239,"about_ca_topic_score_gemma":0.9740214,"domain_scores_codex":[0.9974197,0.0001322243,0.0001238695,0.0002420691,0.001443252,0.0006388543],"domain_scores_gemma":[0.9901254,0.0005211529,0.002028758,0.0001228162,0.004438779,0.002763005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008250585,0.00005943654,0.9613652,0.000152007,0.0000339737,0.000121233,0.0005295496,0.0004786624,0.0002957177,0.0003194551,0.009741952,0.02682027],"study_design_scores_gemma":[0.00000408302,0.00002836606,0.996387,0.00002706938,0.000006119235,0.00006053128,0.0004220434,0.0003678894,0.0001015921,0.00001602231,0.00257151,0.000007738152],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720324,0.001911567,0.0003027887,0.002801052,0.00008440702,0.00009780176,0.01007771,0.00009289323,0.01259958],"genre_scores_gemma":[0.9911214,0.001592472,0.0002503077,0.0003238222,0.00002912016,0.00002832723,0.002758648,0.00001440458,0.003881478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9810149,"threshold_uncertainty_score":0.1377472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01428822052282647,"score_gpt":0.29117253421322,"score_spread":0.2768843136903935,"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."}}