{"id":"W2326497434","doi":"10.1093/ndt/gfw044","title":"Clinical safety and performance of VIVIA: a novel home hemodialysis system","year":2016,"lang":"en","type":"article","venue":"Nephrology Dialysis Transplantation","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; Alberta Hospital Edmonton; St. Michael's Hospital","funders":"","keywords":"Medicine; Hemodialysis; Surgery","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":[0.004401423,0.0002987766,0.00061488,0.0002474468,0.0001792153,0.000727437,0.0004831736,0.000453625,0.0008440068],"category_scores_gemma":[0.003036508,0.0001160091,0.0003451194,0.0001526403,0.0005937399,0.0004554958,0.0003964306,0.0005815559,0.0001515701],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003162813,"about_ca_system_score_gemma":0.0004852895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001382971,"about_ca_topic_score_gemma":0.0001218644,"domain_scores_codex":[0.9979183,0.001149512,0.0001789779,0.000226341,0.0004616122,0.0000652301],"domain_scores_gemma":[0.9970021,0.0009902124,0.001097066,0.0002949793,0.0003817542,0.0002338531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.06300532,0.007800126,0.09422654,0.003424052,0.001058718,0.0009007932,0.0007122263,0.003089822,0.3142907,0.001024371,0.003278102,0.5071892],"study_design_scores_gemma":[0.01049918,0.5314946,0.1879669,0.0003745268,0.001589669,0.01046392,0.0003017339,0.01414843,0.2171406,0.0005349093,0.02535766,0.0001277879],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9826208,0.006734621,0.008195196,0.0004251646,0.00007644224,0.000303283,0.0002486142,0.0001478171,0.001247975],"genre_scores_gemma":[0.9917762,0.001071336,0.005973408,0.0002921404,0.000185043,0.0001479029,0.0003102028,0.00001053262,0.0002331366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004401423,"threshold_uncertainty_score":0.02327716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01250842532221529,"score_gpt":0.2564708583075577,"score_spread":0.2439624329853424,"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."}}