{"id":"W1814752342","doi":"10.1016/j.jvir.2015.05.001","title":"A Randomized Prospective Study Comparing Outcomes of Angioplasty versus VIABAHN Stent-Graft Placement for Cephalic Arch Stenosis in Dysfunctional Hemodialysis Accesses","year":2015,"lang":"en","type":"article","venue":"Journal of Vascular and Interventional Radiology","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":101,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network","funders":"","keywords":"Medicine; Stent; Angioplasty; Surgery; Stenosis; Hemodialysis; Aortic arch; Balloon; Percutaneous; Hemodialysis access; Radiology; Vascular access; Aorta","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":[0.003726325,0.0001783751,0.001548168,0.0004672209,0.0001312844,0.00001033793,0.0001668729,0.000104614,0.00007839756],"category_scores_gemma":[0.0007806629,0.0001291363,0.001076234,0.0001635837,0.0001158978,0.0001460934,0.00009504526,0.0003102954,0.000001398947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002910086,"about_ca_system_score_gemma":0.0001970426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002377484,"about_ca_topic_score_gemma":0.0003751864,"domain_scores_codex":[0.9965529,0.001057617,0.001477133,0.0002226547,0.0003905692,0.0002991564],"domain_scores_gemma":[0.9969537,0.001333646,0.0008560846,0.0001232664,0.0005909919,0.0001423201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06637513,0.001929772,0.9207764,0.0001275086,0.005180873,0.000006226045,0.00360694,0.0008408723,0.00002473857,0.000615282,0.0002586274,0.0002576285],"study_design_scores_gemma":[0.3598071,0.003301662,0.6243371,0.0001747368,0.001560664,0.00001166279,0.008426909,0.001010511,0.00001506805,0.0009793657,0.0001851034,0.0001901788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9920537,0.0008740802,0.004684411,0.0001750964,0.0008238197,0.001240831,0.00002160486,0.0000050106,0.0001213953],"genre_scores_gemma":[0.9990157,0.0001012654,0.0004390245,0.00002871216,0.0001710274,0.0001628874,0.00001972191,0.00001270747,0.00004894997],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2964393,"threshold_uncertainty_score":0.5266025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09649628448775416,"score_gpt":0.3993479792506612,"score_spread":0.302851694762907,"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."}}