{"id":"W3033301970","doi":"10.1093/ndt/gfaa142.p1516","title":"P1516DEMONSTRATION OF FLUID REMOVAL ACCURACY USING THE SC+ HAEMODIALYSIS SYSTEM","year":2020,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Intravenous Infusion Technology and Safety","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Seven Oaks General Hospital","funders":"","keywords":"Cartridge; Dialysis; Ultrafiltration (renal); Medicine; Biomedical engineering; Hemodialysis; Flow (mathematics); Fluid dynamics; Surgery; Process engineering; Mechanical engineering; Chromatography; Mechanics; Engineering; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002338191,0.0001627547,0.0003231894,0.0001233682,0.000174227,0.00001081252,0.000223589,0.0002869881,0.0000430103],"category_scores_gemma":[0.00002833845,0.0001368036,0.0001485358,0.0004608016,0.0001425913,0.0001272694,0.000008092824,0.0002256553,0.00001752809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003670403,"about_ca_system_score_gemma":0.00003055572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002958149,"about_ca_topic_score_gemma":0.0000348863,"domain_scores_codex":[0.998803,0.0001335197,0.0005030956,0.0001943361,0.0001614264,0.0002046062],"domain_scores_gemma":[0.9993883,0.0001740816,0.0001115319,0.0002171045,0.00006825797,0.00004068329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000322751,0.00002714662,0.0005611472,0.0003313217,0.0005598188,0.00005887424,0.00489614,0.3018569,0.6730154,0.006114836,0.000122675,0.01213302],"study_design_scores_gemma":[0.0008808476,0.00008848307,0.001950217,0.00003077185,0.001327898,0.0001738886,0.0005073651,0.8191912,0.1750061,0.0001555081,0.0004237035,0.0002640496],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7981935,0.0001455149,0.199713,0.0004929898,0.0001431979,0.0002034608,0.00003550502,0.0003494083,0.000723363],"genre_scores_gemma":[0.9973261,0.0003363378,0.001883516,0.0002333703,0.0001154827,0.00001288907,0.00007248512,0.00001849465,0.000001313021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5173343,"threshold_uncertainty_score":0.557869,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422200273039669,"score_gpt":0.2185135446952093,"score_spread":0.2042915419648126,"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."}}