{"id":"W2046905694","doi":"10.1177/1538574406297254","title":"The Association Between a Surgeon’s Learning Curve With Endovascular Aortic Aneurysm Repair and Previous Institutional Experience","year":2007,"lang":"en","type":"article","venue":"Vascular and Endovascular Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; CUSUM; Learning curve; Endovascular aneurysm repair; Abdominal aortic aneurysm; Surgery; Aneurysm; General surgery; Radiology; Operations management","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":[0.003758069,0.0004033278,0.0007738051,0.0001939805,0.0008519744,0.00009147416,0.00008091933,0.0002030475,0.00001420783],"category_scores_gemma":[0.001411354,0.00027822,0.0006880928,0.0004558076,0.0003215276,0.0002517738,0.0001011651,0.0004559159,0.00001081723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00024039,"about_ca_system_score_gemma":0.0001866052,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003957178,"about_ca_topic_score_gemma":0.00005171726,"domain_scores_codex":[0.996236,0.0003137151,0.0006920863,0.0007389823,0.001207213,0.0008119949],"domain_scores_gemma":[0.9972146,0.001338609,0.00025349,0.0006171009,0.0001874845,0.0003886791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009072015,0.0000833821,0.9831988,0.0001161458,0.002216259,0.0009767816,0.000429357,0.00001604993,0.00005529146,0.00004595602,0.00005142756,0.01271989],"study_design_scores_gemma":[0.001610218,0.0001545064,0.9721617,0.0001654602,0.001390928,0.001265586,0.0003401495,0.0002135623,0.0003842901,0.00001819994,0.02191046,0.0003849916],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9863344,0.01036912,0.001854972,0.0001091198,0.0001183388,0.0006668321,0.000002281392,0.0002975109,0.0002473634],"genre_scores_gemma":[0.9947746,0.003999933,0.0004904489,0.00008901119,0.0001905272,0.00008451344,0.00005601798,0.00005490242,0.0002600662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02185903,"threshold_uncertainty_score":0.999967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01361436646745688,"score_gpt":0.2408235451070476,"score_spread":0.2272091786395907,"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."}}