{"id":"W1750419155","doi":"10.1111/hdi.12102","title":"Improving arteriovenous fistula rate: Effect on hemodialysis quality","year":2013,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Arteriovenous fistula; Surgery; Catheter; Embolectomy; Thrombosis; Dialysis catheter; Fistula; Dialysis; End stage renal disease; Vascular surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001413765,0.0001988526,0.0003835937,0.0003466265,0.0002284812,0.0006676825,0.000443288,0.0005688507,0.003118919],"category_scores_gemma":[0.007846544,0.00007503861,0.0007046313,0.0005766527,0.0002288213,0.0004447747,0.0004991667,0.0006434878,0.000276248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004666796,"about_ca_system_score_gemma":0.0005106428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001351123,"about_ca_topic_score_gemma":0.001164643,"domain_scores_codex":[0.998502,0.0007739307,0.0001205951,0.0001526836,0.0002626445,0.0001880571],"domain_scores_gemma":[0.9938447,0.001919509,0.001859251,0.0002863546,0.0004842976,0.001605884],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007267603,0.007094478,0.5784798,0.0005920901,0.001198622,0.0002730079,0.000489998,0.00222479,0.004481453,0.0005437536,0.003735587,0.3936188],"study_design_scores_gemma":[0.0002891331,0.004678675,0.9882658,0.0000928804,0.0005302643,0.0006140469,0.0001042353,0.0009514219,0.001456636,0.0001668058,0.002834264,0.00001595985],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9875531,0.005383678,0.0009342477,0.001547402,0.0001018318,0.00004828129,0.0002366993,0.00007365683,0.004121064],"genre_scores_gemma":[0.9974512,0.0007457811,0.0007963267,0.0001908392,0.0001218072,0.0000187658,0.0001247545,0.00001203711,0.0005384877],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003118919,"threshold_uncertainty_score":0.01043385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02887380411950117,"score_gpt":0.3500090549582603,"score_spread":0.3211352508387592,"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."}}