{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006318262,0.0001707649,0.0008332724,0.0001750731,0.0001651142,0.00005020246,0.000176457,0.00008946178,0.0001284512],"category_scores_gemma":[0.0007872796,0.0001345388,0.0003119156,0.0001306789,0.0003878924,0.0005353661,0.00009733261,0.0001695649,0.000002570748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006188658,"about_ca_system_score_gemma":0.0003929705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002096817,"about_ca_topic_score_gemma":0.00001110484,"domain_scores_codex":[0.9980659,0.0001522974,0.000872971,0.0002356885,0.0004830528,0.0001900191],"domain_scores_gemma":[0.9968667,0.0002410749,0.001112219,0.0006075516,0.001003494,0.0001689402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009493186,0.0008071474,0.9841329,0.00003309962,0.001290762,0.0009220912,0.002008378,0.00000484497,0.006329912,0.000007082566,0.002927888,0.0005865452],"study_design_scores_gemma":[0.001251081,0.000411032,0.9920167,0.000394842,0.0004345031,0.0003917031,0.0004036918,0.00007633391,0.004266148,0.000005549907,0.0002232668,0.0001251987],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981587,0.00021604,0.0000177486,0.0009365107,0.0001021228,0.0003380828,0.0000528651,0.000009049328,0.0001688602],"genre_scores_gemma":[0.9977058,0.00009047866,0.0008982528,0.0002528808,0.00002268823,0.0000250739,0.00001035199,0.00002533729,0.0009690921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007883719,"threshold_uncertainty_score":0.5486334,"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."}}