{"id":"W3205664213","doi":"10.1007/s00467-021-05298-z","title":"Implementing a fluid volume management program to decrease intra-dialytic hypotensive events in a paediatric in-centre haemodialysis unit: a quality improvement project","year":2021,"lang":"en","type":"article","venue":"Pediatric Nephrology","topic":"Hemodynamic Monitoring and Therapy","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"SickKids Foundation; University of Toronto; Hospital for Sick Children","funders":"University of Toronto","keywords":"Medicine; Nephrology; Quality management; Adverse effect; Dialysis; Emergency medicine; Pediatrics; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001395477,0.0003940682,0.0008866211,0.00128658,0.00008979488,0.00002325215,0.0002006711,0.0002016239,0.0001385295],"category_scores_gemma":[0.0006394195,0.0004055514,0.0002240396,0.00317287,0.00002680958,0.00007050157,0.0003551521,0.0004318172,0.00005566471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004610846,"about_ca_system_score_gemma":0.0007393957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001268987,"about_ca_topic_score_gemma":0.0008103338,"domain_scores_codex":[0.99549,0.0004899919,0.001130605,0.0009827222,0.0004976948,0.001409017],"domain_scores_gemma":[0.9982038,0.0001874943,0.0002192961,0.0006578757,0.0002542014,0.0004773944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008783473,0.002779876,0.7324502,0.0005847189,0.0003433287,0.001922598,0.001516169,0.00009103388,0.001064644,0.00008520076,0.0006267634,0.2576571],"study_design_scores_gemma":[0.02690157,0.002357317,0.9224625,0.000113057,0.002101225,0.0001519664,0.003883145,0.006667079,0.0004850928,0.001026504,0.03218589,0.001664695],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931033,0.0004142041,0.0002051748,0.002735971,0.0003241923,0.002890434,0.00001893016,0.0001173264,0.000190448],"genre_scores_gemma":[0.9906941,0.0008004027,0.004172183,0.00204595,0.0008097817,0.0007541095,0.0001258792,0.00005510662,0.0005424789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2559924,"threshold_uncertainty_score":0.9998397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060121973603505,"score_gpt":0.3251142761887678,"score_spread":0.3045130564527327,"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."}}