{"id":"W4385927891","doi":"10.1007/s00270-023-03531-w","title":"Prospective, Multicenter, Observational Study to Evaluate a Cell-Impermeable Endoprosthesis for Treatment of Stenosis or Occlusion within the Dialysis Outflow Circuit of an Arteriovenous (AV) Fistula or AV Graft (The WRAP Registry)","year":2023,"lang":"en","type":"article","venue":"CardioVascular and Interventional Radiology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"Merit Medical Systems","keywords":"Medicine; Stenosis; Arteriovenous fistula; Dialysis; Hemodialysis; Surgery; Observational study; Occlusion; Population; Neurovascular bundle; Radiology; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002212243,0.0003981749,0.0004613683,0.0004290215,0.0005291475,0.000793097,0.0004385292,0.0005474912,0.001396322],"category_scores_gemma":[0.003032533,0.000322101,0.0004474903,0.0005523339,0.000373164,0.0007797115,0.0003871213,0.0007326782,0.0003533394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002848708,"about_ca_system_score_gemma":0.0005731813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009734598,"about_ca_topic_score_gemma":0.001720632,"domain_scores_codex":[0.9990694,0.0003469464,0.000108056,0.0002395459,0.0001381668,0.00009798061],"domain_scores_gemma":[0.996435,0.0006303752,0.001781465,0.0002877072,0.000310574,0.0005548633],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001735008,0.0005676366,0.9960538,0.00002207372,0.0001505619,0.00006642568,0.00007964181,0.00002416605,0.0002682319,0.00002323465,0.0001401923,0.0008689218],"study_design_scores_gemma":[0.0007543147,0.009198961,0.9877351,0.00002358859,0.000240793,0.0005175988,0.0002873268,0.0003469702,0.000226112,0.00004055082,0.0006172237,0.00001146529],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990089,0.0001318553,0.000115017,0.00001797407,0.00000651405,0.00008656235,0.0004171494,0.000002390751,0.000213498],"genre_scores_gemma":[0.9983945,0.00008308519,0.0002161746,0.00008733325,0.00002859073,0.0001100809,0.0009517138,0.000001951541,0.000126505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002212243,"threshold_uncertainty_score":0.01169962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1248282169452663,"score_gpt":0.3761521367631717,"score_spread":0.2513239198179054,"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."}}