{"id":"W1789494675","doi":"10.1111/sdi.12037","title":"Optimal Hemodialysis Vascular Access in the Elderly Patient","year":2012,"lang":"en","type":"review","venue":"Seminars in Dialysis","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University of Toronto; Western University","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Life expectancy; Observational study; Comorbidity; Quality of life (healthcare); Hemodialysis; Fistula; Population; Intensive care medicine; Arteriovenous fistula; Emergency medicine; Internal medicine; Surgery","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":[0.0007352305,0.0001137723,0.0002352571,0.0003248871,0.0004581838,0.0007315874,0.0001686002,0.0006556239,0.001164872],"category_scores_gemma":[0.002057768,0.00004908498,0.0001546224,0.0002262149,0.0004064419,0.0005109975,0.0005791699,0.0006493745,0.0002540224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005122882,"about_ca_system_score_gemma":0.001422337,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005796824,"about_ca_topic_score_gemma":0.001217567,"domain_scores_codex":[0.9996486,0.0001744975,0.00003483568,0.0000204171,0.00007489676,0.00004672897],"domain_scores_gemma":[0.9996843,0.00007031597,0.0000590964,0.000005721756,0.00004147725,0.0001390553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002675448,0.0005060691,0.301216,0.00114191,0.0001144121,0.0172487,0.004881194,0.003125156,0.003149889,0.04694602,0.1341632,0.48724],"study_design_scores_gemma":[0.0001821802,0.001497515,0.4037282,0.004440699,0.0002023959,0.06867101,0.0190752,0.007505034,0.001384657,0.1764179,0.3167405,0.0001547599],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.504404,0.1509267,0.0203276,0.2040394,0.00278237,0.0001652106,0.0003235053,0.0001396883,0.1168915],"genre_scores_gemma":[0.9474707,0.03404829,0.007466778,0.006418822,0.00198522,0.0000558877,0.0000705956,0.000008389814,0.002475274],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.001164872,"threshold_uncertainty_score":0.003896952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07925985920752775,"score_gpt":0.4030334203810006,"score_spread":0.3237735611734728,"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."}}