{"id":"W4416946920","doi":"10.1111/hdi.70037","title":"Water Distribution Systems for Hemodialysis: Design and Materials","year":2025,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Compliance (psychology); Dialysis; Hemodialysis; Distribution (mathematics); Water supply","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001245278,0.0006313689,0.0005095602,0.001084288,0.0003669457,0.001532338,0.0007559629,0.001229059,0.004031459],"category_scores_gemma":[0.001027242,0.0003088111,0.0004930344,0.0009580681,0.0004670432,0.001763156,0.0006710194,0.0009962944,0.002235995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008817163,"about_ca_system_score_gemma":0.00101269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003283003,"about_ca_topic_score_gemma":0.0003924898,"domain_scores_codex":[0.9992166,0.0001331004,0.00006898055,0.0001171085,0.0004234074,0.00004078895],"domain_scores_gemma":[0.9995449,0.0001169518,0.00008887787,0.00003864651,0.0001813771,0.00002922689],"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":[0.000144226,0.0001981173,0.001517911,0.01112182,0.00008027483,0.0003634135,0.0003105747,0.008946248,0.1653931,0.05945054,0.0228506,0.7296231],"study_design_scores_gemma":[0.00002675268,0.0007604587,0.001689662,0.0009983884,0.0001066921,0.00130441,0.0001575514,0.005213103,0.07300209,0.01262946,0.9040483,0.00006320042],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.04728701,0.5853734,0.2916472,0.006551208,0.003829854,0.001046527,0.00131396,0.002060305,0.06089051],"genre_scores_gemma":[0.313801,0.3665877,0.276382,0.002098485,0.002076081,0.00139781,0.001566029,0.0004510236,0.03563989],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004031459,"threshold_uncertainty_score":0.01348656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01656166689836426,"score_gpt":0.2732426773993443,"score_spread":0.2566810105009801,"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."}}