{"id":"W2747306501","doi":"10.1016/j.jvs.2017.10.050","title":"Higher surgeon annual volume, but not years of experience, is associated with reduced rates of postoperative complications and reoperations after open abdominal aortic aneurysm repair","year":2017,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Institute for Clinical Evaluative Sciences; Western University","funders":"","keywords":"Medicine; Abdominal aortic aneurysm; Surgery; Logistic regression; Population; Aneurysm; General surgery; 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":[0.0005281856,0.0001879266,0.0003032494,0.0005394503,0.0003110553,0.0009127493,0.0003577985,0.0004865971,0.00311695],"category_scores_gemma":[0.005291624,0.0002392663,0.0006077219,0.0006876207,0.0002697336,0.0004918773,0.000455426,0.0007882944,0.0003129641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002273124,"about_ca_system_score_gemma":0.000588781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001344346,"about_ca_topic_score_gemma":0.002457897,"domain_scores_codex":[0.9994724,0.0001144219,0.00007362355,0.00006860303,0.0001149949,0.0001559724],"domain_scores_gemma":[0.9922069,0.001489934,0.004019125,0.000263745,0.0003017496,0.001718569],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003134344,0.0001512327,0.9924785,0.00002900101,0.0001726378,0.000144617,0.00006466745,0.0001312306,0.0004059687,0.00002985718,0.0002013772,0.00587733],"study_design_scores_gemma":[0.000004191396,0.0001177347,0.9991289,0.000008006109,0.00004450238,0.0001977554,0.0001109599,0.0001446553,0.00004700235,0.00005492187,0.000136516,0.000004901449],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980227,0.0007937682,0.0001395047,0.0001395859,0.00004594633,0.000002082012,0.0000899473,0.000008249907,0.0007582468],"genre_scores_gemma":[0.9990742,0.0002681973,0.00009935697,0.00003881765,0.0000624829,0.000001787314,0.0001001109,0.000005253122,0.0003496738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00311695,"threshold_uncertainty_score":0.01042718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927298827453177,"score_gpt":0.3089402413445237,"score_spread":0.2796672530699919,"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."}}