{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008817566,0.0001701008,0.0006260391,0.0004082167,0.0001294157,0.0000457952,0.0003860661,0.0001415449,0.0007692156],"category_scores_gemma":[0.001102077,0.0001937226,0.0002878784,0.000999229,0.0001270058,0.0002401793,0.00008818688,0.0003292095,0.00004253777],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001096025,"about_ca_system_score_gemma":0.004972076,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9076976,"about_ca_topic_score_gemma":0.9423776,"domain_scores_codex":[0.9960201,0.0005825734,0.0004356228,0.0004078417,0.001776916,0.0007769071],"domain_scores_gemma":[0.9976374,0.001626023,0.00009471249,0.0003879176,0.00006378284,0.0001901625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001124763,0.00002112655,0.9540756,0.00005789752,0.00004369983,0.0005790602,0.01285788,0.0002015742,0.000008223915,0.0002945748,0.01726884,0.01458031],"study_design_scores_gemma":[0.0006433856,0.00001358133,0.3260977,0.002643315,0.00006063205,0.000004766175,0.3627978,0.00007091466,0.00006822023,0.0008977139,0.3056507,0.001051319],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9872479,0.003510291,0.000005023392,0.0005538266,0.002310104,0.0002300939,0.000003330597,0.00002792052,0.006111449],"genre_scores_gemma":[0.994838,0.003817657,0.00002870861,0.0006078592,0.0001545614,0.0000121546,0.00001795054,0.00001734317,0.0005057532],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6279779,"threshold_uncertainty_score":0.8820249,"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."}}