{"id":"W1072982640","doi":"10.1007/s00270-015-1190-4","title":"The Management of Cephalic Arch Stenosis in Arteriovenous Fistulas for Hemodialysis: A Systematic Review","year":2015,"lang":"en","type":"review","venue":"CardioVascular and Interventional Radiology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hamilton Health Sciences; St. Joseph’s Healthcare Hamilton; McMaster University","funders":"","keywords":"Medicine; Percutaneous; Stenosis; Angioplasty; Context (archaeology); Hemodialysis; Surgery; Arteriovenous fistula; Randomized controlled trial; Hemodialysis access; Radiology; Vascular access","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":[],"consensus_categories":[],"category_scores_codex":[0.006152864,0.000369904,0.005504357,0.0001888501,0.0002570289,0.000009414636,0.0004490365,0.0003033812,0.000018459],"category_scores_gemma":[0.0001371576,0.000232423,0.00556537,0.0002741249,0.000134038,0.00003035761,0.0001911324,0.000386979,0.00001745776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003532688,"about_ca_system_score_gemma":0.0001732251,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003448019,"about_ca_topic_score_gemma":0.00001594076,"domain_scores_codex":[0.9938061,0.0025895,0.002240438,0.0005112031,0.0003288693,0.0005239086],"domain_scores_gemma":[0.9974174,0.0006418771,0.0007537427,0.0008493096,0.0002317138,0.0001059335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001171237,0.00006972597,0.000003988602,0.882654,0.01152462,0.00001165838,0.0001011031,9.189625e-7,6.89712e-9,0.001030241,0.0007718906,0.1038202],"study_design_scores_gemma":[0.000645221,0.0001364425,0.00001311867,0.4354822,0.02110224,0.00005689388,0.0001522468,0.000006991796,8.95136e-9,0.000324711,0.541867,0.0002129297],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000009494322,0.9920118,0.0004711898,0.00003811607,0.0004074863,0.006625469,0.0001559889,0.00001161649,0.0002688094],"genre_scores_gemma":[0.00005390646,0.993425,0.00008698056,0.00005155164,0.0001243719,0.005469863,0.0002816576,0.00004025485,0.0004664262],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5410951,"threshold_uncertainty_score":0.9477934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09043030387158912,"score_gpt":0.4066611162516905,"score_spread":0.3162308123801014,"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."}}