{"id":"W3208140746","doi":"10.1053/j.ackd.2021.02.007","title":"Quality Assurance and Preventing Serious Adverse Events in the Home Hemodialysis Setting","year":2021,"lang":"en","type":"review","venue":"Advances in Chronic Kidney Disease","topic":"Central Venous Catheters and Hemodialysis","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Baxter International; Astellas Pharma US","keywords":"Medicine; Adverse effect; Intensive care medicine; Hemodialysis; Audit; Patient safety; Arteriovenous fistula; Quality assurance; Quality management; Home hemodialysis; Medical emergency; Health care; Surgery; Internal medicine; Operations management","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":[0.00293938,0.0008647858,0.002295182,0.003057791,0.0003351711,0.001418489,0.001102468,0.001677231,0.003291538],"category_scores_gemma":[0.005033672,0.0003277005,0.001689345,0.002859199,0.0005683784,0.00111651,0.0007289817,0.00188261,0.0004386897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001130954,"about_ca_system_score_gemma":0.003321193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006553298,"about_ca_topic_score_gemma":0.0117513,"domain_scores_codex":[0.9988425,0.0003342234,0.0002410708,0.0001292596,0.0003874318,0.00006546221],"domain_scores_gemma":[0.9950116,0.003420988,0.0007590803,0.00005695247,0.0006298118,0.0001215956],"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":[0.000103785,0.0001174354,0.000550032,0.07162936,0.0005602475,0.00005220236,0.00008452142,0.0002680484,0.0001988899,0.002055903,0.01087269,0.9135069],"study_design_scores_gemma":[0.0002785751,0.0007616237,0.01304961,0.1760293,0.005014349,0.001024046,0.0004668359,0.0006054014,0.0007057299,0.005325211,0.7966095,0.000129915],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000411793,0.9996611,0.00003018019,0.0001100148,0.00004808072,0.000002249971,0.00000602718,0.000001289508,0.00009991253],"genre_scores_gemma":[0.0006035246,0.999049,0.0001159353,0.0001089324,0.00006603454,0.000003603272,0.000008991114,3.995972e-7,0.00004360643],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006553298,"threshold_uncertainty_score":0.01554507,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03667470260218887,"score_gpt":0.4202875279859313,"score_spread":0.3836128253837425,"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."}}