{"id":"W2618654433","doi":"10.1093/ndt/gfx153.sp587","title":"SP587OMEGA-3 PUFA SUPPLEMENTATION TO PREVENT ARTERIOVENOUS FISTULA AND GRAFT FAILURE: SYSTEMATIC REVIEW AND META-ANALYSIS OF RANDOMISED CONTROLLED TRIALS","year":2017,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Meta-analysis; Arteriovenous fistula; Randomized controlled trial; Intensive care medicine; Surgery; Systematic review; MEDLINE; 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":[0.01099158,0.002696289,0.02218612,0.005576001,0.0007066086,0.003361299,0.002157997,0.002469986,0.00523786],"category_scores_gemma":[0.02689517,0.001480572,0.03771988,0.006023468,0.0007939825,0.001879253,0.001529267,0.002098604,0.0003692628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00301157,"about_ca_system_score_gemma":0.004188506,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007516349,"about_ca_topic_score_gemma":0.01448235,"domain_scores_codex":[0.9923267,0.003343215,0.00246688,0.0008011163,0.0008112123,0.0002508005],"domain_scores_gemma":[0.9895592,0.007210202,0.001958884,0.0002927739,0.0008219453,0.0001568978],"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":[0.002792515,0.00003765696,0.001155716,0.5918027,0.3876396,0.00008957804,0.00007046641,0.0003950141,0.0002079824,0.0001371098,0.0004815615,0.0151901],"study_design_scores_gemma":[0.001183578,0.0003137728,0.001696346,0.0530618,0.9410797,0.00008250763,0.0000468997,0.0001732307,0.0001352187,0.000224368,0.001976346,0.00002613224],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.003067008,0.9951756,0.0003843137,0.0001305542,0.0001347671,0.0004878418,0.0003657694,0.00002189841,0.0002321978],"genre_scores_gemma":[0.09249804,0.9012089,0.002300357,0.0008060448,0.0002075754,0.001940331,0.0006175147,0.00002575912,0.0003953221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02218612,"threshold_uncertainty_score":0.05812967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06368366701564385,"score_gpt":0.3820382314142434,"score_spread":0.3183545643985995,"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."}}