{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002247616,0.0002653373,0.001059822,0.0001669297,0.0008053916,0.00001676407,0.0003225904,0.0001152332,0.0001502688],"category_scores_gemma":[0.0004142121,0.0001411593,0.001418675,0.0004419294,0.000165792,0.00007552073,0.0001281505,0.0001154056,0.000009709723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002186195,"about_ca_system_score_gemma":0.0002181216,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007166779,"about_ca_topic_score_gemma":0.0006143171,"domain_scores_codex":[0.9963939,0.001228915,0.0009491376,0.0005667915,0.0004387219,0.0004225833],"domain_scores_gemma":[0.9974153,0.0008726384,0.0003790118,0.000770272,0.0004484808,0.000114306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0257184,0.02220413,0.6201866,0.003400965,0.05164929,0.0002705936,0.2037696,0.01733968,0.009063134,0.001339203,0.004342319,0.04071606],"study_design_scores_gemma":[0.01773175,0.01674893,0.9157739,0.0003319818,0.006912624,0.00006730652,0.02798564,0.007889321,0.001116327,0.001013917,0.003815351,0.000612948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933979,0.0005291172,0.0007859986,0.0002922441,0.0003689529,0.004215999,0.0003442687,0.00003044057,0.00003510392],"genre_scores_gemma":[0.9960938,0.0002255075,0.0002429235,0.00009012765,0.0002064512,0.001591791,0.0001505899,0.00003371453,0.00136508],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2955873,"threshold_uncertainty_score":0.6194503,"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."}}