{"id":"W2226788669","doi":"10.1053/j.ajkd.2015.11.013","title":"Preemptive Correction of Arteriovenous Access Stenosis: A Systematic Review and Meta-analysis of Randomized Controlled Trials","year":2016,"lang":"en","type":"review","venue":"American Journal of Kidney Diseases","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":69,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; University of Calgary","funders":"","keywords":"Medicine; Stenosis; Relative risk; Randomized controlled trial; Subgroup analysis; Hemodialysis; Arteriovenous fistula; Thrombosis; Surgery; Meta-analysis; Internal medicine; Confidence interval","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":[0.006223571,0.002462776,0.01733847,0.002607342,0.000539735,0.002393223,0.002131067,0.002184818,0.004456856],"category_scores_gemma":[0.01614141,0.001279624,0.02157233,0.003081547,0.0007188442,0.001896575,0.001127901,0.002487529,0.0002816291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001392263,"about_ca_system_score_gemma":0.002209149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003519884,"about_ca_topic_score_gemma":0.01110369,"domain_scores_codex":[0.9956959,0.001696243,0.001421706,0.0005727047,0.0004299726,0.0001834224],"domain_scores_gemma":[0.9916406,0.006058257,0.001537798,0.0002242321,0.0004008338,0.0001382543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.008693281,0.0001275494,0.002279072,0.5290064,0.4331079,0.0001408508,0.000113902,0.0004393161,0.0004383136,0.000132366,0.0005856341,0.02493554],"study_design_scores_gemma":[0.003910512,0.000696183,0.00290124,0.02548645,0.9641802,0.0001264367,0.00008622051,0.0001610315,0.0001634202,0.0002067666,0.002046421,0.00003517353],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.005099182,0.9938582,0.0003395173,0.00008076926,0.0001163177,0.0001778315,0.0001618297,0.00001377523,0.0001526593],"genre_scores_gemma":[0.131798,0.8638651,0.002387551,0.0007587269,0.0002126558,0.0003422529,0.0003558816,0.00002053267,0.0002593354],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01733847,"threshold_uncertainty_score":0.0329138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1040859624551697,"score_gpt":0.4504784322301269,"score_spread":0.3463924697749572,"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."}}