{"id":"W2900878532","doi":"10.1016/j.ejvssr.2018.10.009","title":"Vascular Surgery Training – Horses for Courses","year":2018,"lang":"en","type":"article","venue":"EJVES Short Reports","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vascular surgery; Medicine; Remuneration; Training (meteorology); Curriculum; Residence; General surgery; Surgery; Medical education; Political science; Business; Geography; Cardiac surgery; Finance","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00161562,0.0008454396,0.0006062259,0.001493897,0.002834249,0.005743212,0.001841554,0.002455872,0.5759884],"category_scores_gemma":[0.006834117,0.0003855625,0.0006998559,0.001170131,0.001002454,0.004122101,0.007412933,0.003787135,0.3313992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001850031,"about_ca_system_score_gemma":0.005501614,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001147962,"about_ca_topic_score_gemma":0.005084777,"domain_scores_codex":[0.9980534,0.0003490445,0.00007755505,0.0002050518,0.0007753135,0.0005396391],"domain_scores_gemma":[0.9897452,0.0004043018,0.0003885131,0.0004267217,0.001349341,0.007685941],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004911224,0.0001580015,0.000548861,0.0001715159,0.000002771508,0.0001020234,0.0001286067,0.00004237286,0.0002711963,0.004201728,0.9145212,0.07980248],"study_design_scores_gemma":[0.00001048353,0.00007093733,0.001821382,0.0001835568,0.000001233599,0.000125469,0.0002758825,0.00003210278,0.00005681756,0.001673638,0.9957435,0.000005143831],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.009490306,0.007285074,0.002825894,0.1008072,0.04953741,0.001026743,0.003389548,0.002338732,0.8232991],"genre_scores_gemma":[0.02197964,0.003330369,0.003661853,0.02104773,0.005627426,0.000389393,0.002431734,0.0007100621,0.9408218],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5759884,"threshold_uncertainty_score":0.6048012,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05210636745326351,"score_gpt":0.3219995707001136,"score_spread":0.2698932032468501,"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."}}