{"id":"W4312193427","doi":"10.1016/j.jvs.2022.12.017","title":"Evaluating national guideline concordance of recurrent interventions after radiocephalic arteriovenous fistula creation","year":2022,"lang":"en","type":"article","venue":"Journal of Vascular Surgery","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Daiichi Sankyo Europe; Duke Clinical Research Institute; National Heart, Lung, and Blood Institute; St. Jude Medical; National Institutes of Health; HLS Therapeutics; Eisai; Moderna; Amarin Corporation; Boston Scientific Corporation; Bristol-Myers Squibb; Eli Lilly and Company; AstraZeneca; CSL Behring; Idorsia Pharmaceuticals; Cleveland Clinic; Brigham and Women's Hospital; Belvoir Media Group; MyoKardia; Ironwood Pharmaceuticals, Incorporated; Amgen","keywords":"Medicine; Concordance; Guideline; Arteriovenous fistula; Psychological intervention; Radiology; Surgery; General surgery; Internal medicine; Pathology; Nursing","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006535491,0.0001149273,0.0005705932,0.0003574539,0.0003944841,0.000007740992,0.0001404278,0.00004648545,0.002503696],"category_scores_gemma":[0.0006963289,0.0001070014,0.001261699,0.0003041466,0.00003314477,0.0001237458,0.0000840138,0.0004592533,0.00000678466],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005088269,"about_ca_system_score_gemma":0.0007419045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004674053,"about_ca_topic_score_gemma":0.00001764475,"domain_scores_codex":[0.9955485,0.001064995,0.001976069,0.0001398647,0.001021355,0.0002491686],"domain_scores_gemma":[0.9965371,0.0005491849,0.001706037,0.0001728355,0.00094301,0.00009185335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.005321759,0.0116938,0.2847966,0.004324633,0.007364505,0.000449943,0.03032397,0.02801822,0.01353133,0.001067303,0.235644,0.377464],"study_design_scores_gemma":[0.01122497,0.004246246,0.4146224,0.007031349,0.003575081,0.0006111306,0.008670634,0.01644688,0.0003980119,0.005108003,0.5262938,0.001771517],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883121,0.00534973,0.003429071,0.000643476,0.001751084,0.0002684069,0.00007759717,0.000009626723,0.0001589583],"genre_scores_gemma":[0.9966405,0.0003724051,0.0018232,0.0003822454,0.000492843,0.00006528792,0.00005863456,0.00002127196,0.0001436095],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3756925,"threshold_uncertainty_score":0.9984081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072629765399573,"score_gpt":0.4358391742907695,"score_spread":0.3285761977508122,"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."}}