{"id":"W2931692056","doi":"10.1177/1708538119829582","title":"The impact of randomized trial results on abdominal aortic aneurysm repair rates from 2003 to 2016: A population-based time-series analysis","year":2019,"lang":"en","type":"article","venue":"Vascular","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Sunnybrook Hospital; Public Health Ontario; Toronto General Hospital; University of Toronto; St. Michael's Hospital","funders":"Physicians' Services Incorporated Foundation","keywords":"Medicine; Surgery; Abdominal aortic aneurysm; Endovascular aneurysm repair; Aortic repair; Randomized controlled trial; Population; Aneurysm","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001177589,0.0002933921,0.001457521,0.0002601317,0.00009166882,0.00002581449,0.0001325704,0.0001102959,0.0004053572],"category_scores_gemma":[0.003131579,0.0001628786,0.001957057,0.0009299462,0.00007573971,0.00006215552,0.00002555758,0.0001203269,0.0003203329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001551364,"about_ca_system_score_gemma":0.0002635915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003703063,"about_ca_topic_score_gemma":0.00001683999,"domain_scores_codex":[0.9970177,0.0005468911,0.0009954746,0.0004952646,0.0006381938,0.0003065232],"domain_scores_gemma":[0.9968194,0.00105562,0.0003918395,0.001297913,0.0002525706,0.0001826977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9414625,0.0004400756,0.04232487,0.0000138591,0.008933791,0.00005763294,0.0001368455,0.004286686,0.0004188741,0.00000531684,0.001680176,0.0002393577],"study_design_scores_gemma":[0.7445175,0.002902998,0.2019486,0.0001068613,0.008668273,0.000004395134,0.00003436,0.04058997,0.0008182054,0.00005181572,0.00008516484,0.000271848],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956494,0.0002206179,0.00009448813,0.0002091748,0.0001239084,0.003250706,0.00006924454,0.00009766877,0.0002848145],"genre_scores_gemma":[0.9955086,0.00002286932,0.001329347,0.00007938581,0.00009357729,0.0001272709,0.0003591197,0.00003354705,0.002446268],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.196945,"threshold_uncertainty_score":0.6641998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007870692732715916,"score_gpt":0.2813885697337868,"score_spread":0.2735178770010709,"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."}}