{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02886662,0.0002448264,0.00141694,0.005361775,0.001384683,0.002366274,0.002436178,0.001882382,0.001479801],"category_scores_gemma":[0.1874179,0.0004448186,0.001521377,0.004807916,0.0006434338,0.001819483,0.001652312,0.001607917,0.0003504765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003619979,"about_ca_system_score_gemma":0.008878775,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03027391,"about_ca_topic_score_gemma":0.05629186,"domain_scores_codex":[0.9373449,0.02156278,0.01884466,0.004030682,0.01607843,0.002138504],"domain_scores_gemma":[0.8008761,0.09012675,0.03793193,0.00676173,0.06093646,0.003367041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003684807,0.0002727613,0.955862,0.0006396524,0.0005843975,0.0002038377,0.002285603,0.0005693436,0.0001941941,0.0004320201,0.005636872,0.03295078],"study_design_scores_gemma":[0.00008939207,0.0005218967,0.9762062,0.001279014,0.0008802166,0.0007842574,0.004165737,0.005025679,0.0008897459,0.0003470956,0.009732351,0.00007846332],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9685043,0.004214169,0.002826514,0.004004525,0.0003644609,0.0007692464,0.004538502,0.0001520453,0.01462629],"genre_scores_gemma":[0.9883568,0.0006962793,0.006178651,0.001030243,0.00006641564,0.0003806341,0.002901206,0.00005062195,0.0003390703],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03027391,"threshold_uncertainty_score":0.1526631,"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."}}