{"id":"W2912977273","doi":"10.1053/j.semvascsurg.2019.01.009","title":"Vascular surgery resident training in Canada","year":2019,"lang":"en","type":"article","venue":"Seminars in Vascular Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Vascular surgery; Training (meteorology); Population; Health care; Medical education; General surgery; Surgery; Cardiac surgery","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":[0.001206248,0.0003458544,0.0004683109,0.001902995,0.008404008,0.002824792,0.002110729,0.001670334,0.02746399],"category_scores_gemma":[0.005246932,0.0005939776,0.0004685717,0.003951714,0.001135787,0.0007298663,0.002273718,0.002178743,0.001505397],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09097068,"about_ca_system_score_gemma":0.2909787,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9937304,"about_ca_topic_score_gemma":0.9986475,"domain_scores_codex":[0.9961399,0.0002736318,0.0001146307,0.0002494373,0.000749547,0.002472819],"domain_scores_gemma":[0.9731849,0.0005447376,0.0009259637,0.00009410093,0.00506632,0.02018389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007681777,0.001032962,0.578125,0.001140663,0.0001574454,0.002813842,0.007704918,0.001708764,0.001457482,0.01050449,0.216471,0.1781152],"study_design_scores_gemma":[0.0001382449,0.0001568985,0.8957184,0.001036553,0.00004560384,0.0005238366,0.01548431,0.001110237,0.0002608632,0.0004892505,0.08496933,0.00006649585],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7852584,0.01182587,0.0006519515,0.08087243,0.002668452,0.0003462619,0.007497161,0.0002364554,0.110643],"genre_scores_gemma":[0.9412971,0.005601845,0.000650326,0.007045307,0.0003147948,0.00006859224,0.001219158,0.00005978929,0.04374322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9090293,"threshold_uncertainty_score":0.6600416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02272176256049501,"score_gpt":0.2357972080222055,"score_spread":0.2130754454617105,"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."}}