{"id":"W3138442113","doi":"10.1016/j.ejvs.2021.02.018","title":"Editor's Choice – Optimal Threshold for the Volume–Outcome Relationship After Open AAA Repair in the Endovascular Era: Analysis of the International Consortium of Vascular Registries","year":2021,"lang":"en","type":"article","venue":"European Journal of Vascular and Endovascular Surgery","topic":"Aortic aneurysm repair treatments","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"U.S. Food and Drug Administration; Research and Development Corporation of Newfoundland and Labrador","keywords":"Medicine; Outcome (game theory); Volume (thermodynamics); General surgery; Mathematical economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008867849,0.0003111402,0.00120867,0.0003420424,0.000194852,0.0000848003,0.000788662,0.00007993878,0.0000894029],"category_scores_gemma":[0.004039008,0.000172447,0.004365958,0.001112946,0.0003905453,0.0002743011,0.0003632931,0.0005493306,0.000001648492],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008267818,"about_ca_system_score_gemma":0.0003202864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009906102,"about_ca_topic_score_gemma":0.00004160963,"domain_scores_codex":[0.9947183,0.001364831,0.001801657,0.0004155,0.001380202,0.0003195852],"domain_scores_gemma":[0.9950058,0.001756605,0.000908366,0.001533731,0.0006821739,0.0001133339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002653727,0.0004244968,0.9730451,0.0001407646,0.01811094,0.0006912583,0.0006048337,0.002188995,0.00006804437,0.00009666108,0.003709954,0.000653594],"study_design_scores_gemma":[0.002470959,0.00008830314,0.9417884,0.0002338675,0.01087882,0.0004020519,0.0006827586,0.0008584149,0.0002153373,0.00001764595,0.0421929,0.000170495],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761646,0.01599611,0.003718722,0.001665829,0.001321199,0.0008371063,0.00004652139,0.00001543221,0.0002344519],"genre_scores_gemma":[0.9960349,0.001129188,0.001426039,0.0004225209,0.000685641,0.00003315412,0.00003419712,0.00005080412,0.0001835719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03848295,"threshold_uncertainty_score":0.7032185,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03323590711955807,"score_gpt":0.2780174511947265,"score_spread":0.2447815440751685,"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."}}