{"id":"W2912433737","doi":"10.1093/ndt/gfz004","title":"Con: Vascular access surveillance in mature fistulas: is it worthwhile?","year":2019,"lang":"en","type":"review","venue":"Nephrology Dialysis Transplantation","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; University Health Network; University of Toronto; London Health Sciences Centre; Western University","funders":"","keywords":"Medicine; Hemodialysis; Stenosis; Vascular access; Arteriovenous fistula; Fistula; Dialysis; Intensive care medicine; Intervention (counseling); Surgery; Internal medicine; Nursing","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":[0.01948546,0.0005248877,0.001598922,0.000803389,0.001987896,0.00631414,0.00235187,0.01189969,0.01865637],"category_scores_gemma":[0.0948213,0.000298322,0.001067495,0.001284146,0.005841442,0.007428608,0.00212492,0.01114949,0.009925588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002469679,"about_ca_system_score_gemma":0.006592105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001814329,"about_ca_topic_score_gemma":0.004556657,"domain_scores_codex":[0.9899021,0.004818488,0.001907552,0.0009025667,0.001998604,0.0004705829],"domain_scores_gemma":[0.9033821,0.05870374,0.008042553,0.003143118,0.0205936,0.006134891],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006889115,0.0000767516,0.00217086,0.003891211,0.0001125071,0.0003141029,0.0002264414,0.0001415623,0.0002468869,0.01634987,0.7368794,0.2389015],"study_design_scores_gemma":[0.0003288444,0.0001875963,0.004704306,0.01145226,0.0002010478,0.000792215,0.001020323,0.0003109586,0.0003415229,0.03391115,0.9466733,0.00007635557],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001098779,0.04428881,0.0009481196,0.9021636,0.03863502,0.0000767505,0.0004067921,0.00008657433,0.01229553],"genre_scores_gemma":[0.02649785,0.05970156,0.004280346,0.7613323,0.1361142,0.0003897476,0.0006198888,0.0002377105,0.01082631],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01948546,"threshold_uncertainty_score":0.1030502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0754311029212548,"score_gpt":0.3993666902218312,"score_spread":0.3239355873005765,"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."}}