{"id":"W2005152650","doi":"10.1007/s10016-004-0158-7","title":"Risk-Adjusted Analysis of Outcomes Following Elective Open Abdominal Aortic Aneurysm Repair","year":2005,"lang":"en","type":"article","venue":"Annals of Vascular Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; University of Waterloo; London Health Sciences Centre","funders":"","keywords":"Medicine; Abdominal aortic aneurysm; Abdominal surgery; Aortic aneurysm; Surgery; Aneurysm; Internal medicine; General surgery; Cardiology","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":[0.001692467,0.0003144988,0.002102226,0.0008416415,0.00007947779,0.00001311255,0.0002174308,0.0001415426,0.0001869936],"category_scores_gemma":[0.001715935,0.0002658002,0.003849983,0.001597024,0.00009699435,0.0002778254,0.0001435103,0.0001773095,0.00001772913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005072319,"about_ca_system_score_gemma":0.0002247539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010926,"about_ca_topic_score_gemma":0.00007649117,"domain_scores_codex":[0.9966618,0.000315001,0.001244092,0.0005452599,0.0007699518,0.0004638772],"domain_scores_gemma":[0.9967744,0.0008118574,0.0007509863,0.001083536,0.0003606895,0.0002184771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002158841,0.0009705149,0.9647236,0.00006279541,0.02637876,0.0002821751,0.0002273766,0.000167616,0.0002323826,0.000008652125,0.0009273118,0.005802938],"study_design_scores_gemma":[0.0008128536,0.0001653953,0.9790189,0.00008705419,0.01283419,0.00001540398,0.0001219458,0.001957593,0.004572423,0.0000189006,0.0001812287,0.0002140885],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970038,0.001141311,0.0001498798,0.0003449868,0.00007323079,0.0005514623,0.0000215446,0.00009120039,0.0006225801],"genre_scores_gemma":[0.9972243,0.0002717339,0.001530547,0.0004235628,0.00002790469,0.00003678338,0.00005934864,0.00004228448,0.0003835758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01429533,"threshold_uncertainty_score":0.9999794,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05339244928172669,"score_gpt":0.3465474201426467,"score_spread":0.29315497086092,"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."}}