{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001354053,0.0004228159,0.0004098759,0.0004498059,0.0003357202,0.0007989567,0.0006134128,0.0004708877,0.001898083],"category_scores_gemma":[0.003001959,0.0001532742,0.0002653484,0.0004281237,0.0003433591,0.0004577095,0.0004971938,0.0002164512,0.0007379185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003018032,"about_ca_system_score_gemma":0.0003462168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001474524,"about_ca_topic_score_gemma":0.001080054,"domain_scores_codex":[0.9982702,0.0002797422,0.000139337,0.0003248435,0.0009050561,0.00008088123],"domain_scores_gemma":[0.9977505,0.0006355761,0.0002439764,0.0003315229,0.0009810033,0.0000574185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.003464636,0.0004794494,0.08747873,0.0006148677,0.0001698609,0.0003134771,0.0005657136,0.01412802,0.7288563,0.0003078675,0.002422763,0.1611983],"study_design_scores_gemma":[0.00005499964,0.003135374,0.07786099,0.00003555052,0.0001040561,0.0006540453,0.0001843221,0.05239045,0.8612007,0.0001052211,0.004217124,0.00005704198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843827,0.0001803947,0.01281646,0.00003440874,0.00003333648,0.00005827803,0.0003539671,0.0008600504,0.001280544],"genre_scores_gemma":[0.9940195,0.00004043711,0.005150677,0.00002282173,0.000006589396,0.00001808366,0.0002005111,0.00003296452,0.0005083984],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001898083,"threshold_uncertainty_score":0.007161021,"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."}}