{"id":"W2095334956","doi":"10.1111/j.1542-4758.2007.00141.x","title":"Clinical benefits of ultrapure dialysis fluid for hemodialysis","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hemodialysis; Medicine; Dialysis; Ultrapure water; Ultrafiltration (renal); Intensive care medicine; Body fluid; Dialysis adequacy; Hemoglobin; Internal medicine; Chemistry; Chromatography","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":[0.000927271,0.0002089325,0.0003238564,0.000350131,0.0002885264,0.0009011552,0.0002065093,0.0005422015,0.00500325],"category_scores_gemma":[0.00307016,0.00005014138,0.0002802879,0.0002190664,0.0002473168,0.0005142284,0.0004500036,0.0004886423,0.0004170974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003064037,"about_ca_system_score_gemma":0.0003267188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001286517,"about_ca_topic_score_gemma":0.0001489755,"domain_scores_codex":[0.9995173,0.0002849174,0.00003966299,0.00002608819,0.0001065052,0.00002547414],"domain_scores_gemma":[0.9978657,0.0009101158,0.0003844565,0.0001028656,0.0002614132,0.000475355],"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":[0.02230526,0.003527819,0.0858945,0.002083401,0.000472184,0.002995526,0.0002300194,0.000689443,0.03482103,0.004767516,0.01746671,0.8247466],"study_design_scores_gemma":[0.003840408,0.03365824,0.5795491,0.001858554,0.00108823,0.02888683,0.0009580062,0.002921571,0.04308884,0.009956436,0.2940439,0.0001498152],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.737355,0.1992788,0.006079474,0.02101487,0.002558287,0.0001849384,0.000428349,0.0002944713,0.03280579],"genre_scores_gemma":[0.9861363,0.006937594,0.002365571,0.00185369,0.001280542,0.00003851301,0.0001665569,0.000009983215,0.001211192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00500325,"threshold_uncertainty_score":0.01673752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03123174374531609,"score_gpt":0.335633062034648,"score_spread":0.3044013182893319,"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."}}