{"id":"W2019359929","doi":"10.1016/j.jvs.2014.08.049","title":"Residency Training in Venous Disease Management Fails to Address Practice Needs","year":2014,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Venous Thromboembolism Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Western University","funders":"","keywords":"Medicine; Sclerotherapy; Practice management; Curriculum; Disease management; Surgery; Disease; Family medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.007005308,0.0002831724,0.0004031941,0.001187799,0.002353522,0.002246915,0.001636563,0.002061123,0.01856974],"category_scores_gemma":[0.03559773,0.0004090855,0.0003241814,0.0007813578,0.0009524725,0.001643232,0.004437406,0.002346555,0.003911179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002721076,"about_ca_system_score_gemma":0.02084041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003525507,"about_ca_topic_score_gemma":0.01612637,"domain_scores_codex":[0.9927524,0.002164087,0.000518861,0.0004852604,0.001907253,0.00217219],"domain_scores_gemma":[0.9439478,0.0111407,0.004599602,0.001245458,0.008390265,0.03067626],"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":[0.0001451912,0.003770574,0.2694618,0.001734827,0.00009883286,0.001619059,0.008263661,0.00152271,0.002674486,0.005442068,0.158098,0.5471689],"study_design_scores_gemma":[0.0002283443,0.002710486,0.6900958,0.005536968,0.00008906898,0.00672571,0.05221617,0.002712244,0.001328609,0.01400813,0.2242378,0.0001107066],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4511029,0.005260068,0.004089359,0.425752,0.004750612,0.0003339408,0.0005273013,0.0002948195,0.107889],"genre_scores_gemma":[0.92883,0.003732278,0.007521739,0.04610367,0.002798804,0.0003897819,0.0005252697,0.00008743632,0.010011],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01856974,"threshold_uncertainty_score":0.06212199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02551356222232405,"score_gpt":0.2861844790603688,"score_spread":0.2606709168380447,"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."}}