{"id":"W1982285027","doi":"10.1177/1538574412450752","title":"Identifying Patients With AAA With the Highest Risk Following Endovascular Repair","year":2012,"lang":"en","type":"article","venue":"Vascular and Endovascular Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton","funders":"","keywords":"Medicine; Perioperative; Surgery; Intensive care unit; Univariate analysis; Endovascular aneurysm repair; Abdominal aortic aneurysm; Aneurysm; Logistic regression; Multivariate analysis; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001700183,0.0005782392,0.000966184,0.0002234571,0.0005782639,0.00007250434,0.0001222609,0.0001528007,0.00005439584],"category_scores_gemma":[0.0002199115,0.0003232109,0.001593537,0.0005733077,0.0001751191,0.0005196041,0.0001148475,0.000422456,0.0000509984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001077909,"about_ca_system_score_gemma":0.00009538025,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000417612,"about_ca_topic_score_gemma":0.0000217277,"domain_scores_codex":[0.9959562,0.0003873685,0.0004808468,0.0007112916,0.001442706,0.001021617],"domain_scores_gemma":[0.9973271,0.0003845875,0.0002224002,0.001451427,0.0001243218,0.0004901496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001317193,0.0004555201,0.9880961,0.000137954,0.00696612,0.0003102293,0.0004367179,0.00001083151,0.00001502788,0.00001938287,0.0004908504,0.002929569],"study_design_scores_gemma":[0.00380044,0.0001650443,0.9717889,0.0002538492,0.006026781,0.0002876015,0.0003050308,0.0000383831,0.0002189522,0.000005492862,0.01659925,0.0005102494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9851806,0.01060547,0.002225805,0.00009770823,0.0002437622,0.001032679,0.000005880684,0.0003755306,0.0002325194],"genre_scores_gemma":[0.9959857,0.0006563181,0.002408915,0.0002281296,0.0002097849,0.0001643223,0.00009888451,0.0001436485,0.000104338],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01630716,"threshold_uncertainty_score":0.999922,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01206997086537974,"score_gpt":0.2162224714004025,"score_spread":0.2041525005350227,"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."}}