{"id":"W1972620768","doi":"10.1111/j.1542-4758.2007.00145.x","title":"Beyond ultrapure hemodialysis: A necessary and achievable goal","year":2007,"lang":"en","type":"article","venue":"Hemodialysis International","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Hemodialysis; Dialysis; Intensive care medicine; Hyperkalemia; Extracorporeal; Contamination; Internal medicine","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":[0.0114945,0.001170886,0.001397878,0.0006763645,0.001566838,0.006099004,0.001933513,0.009425015,0.01442955],"category_scores_gemma":[0.01167029,0.0003371257,0.001101124,0.0005037764,0.004513234,0.01142186,0.004179998,0.01340751,0.008683827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773999,"about_ca_system_score_gemma":0.007983488,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001048969,"about_ca_topic_score_gemma":0.001082042,"domain_scores_codex":[0.9963416,0.001261406,0.0002949999,0.0003659508,0.001306388,0.000429527],"domain_scores_gemma":[0.9758747,0.00644154,0.001649157,0.00251305,0.007638983,0.005882516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000342781,0.0007470006,0.001667506,0.001968405,0.0001617769,0.0003664881,0.0004354703,0.0006427691,0.004301089,0.1251152,0.5677295,0.296522],"study_design_scores_gemma":[0.00006499164,0.0003017331,0.00133527,0.001763138,0.00005609206,0.0004884733,0.0005390161,0.0003444996,0.001288599,0.07428949,0.9194744,0.00005421407],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.00246973,0.1239985,0.01432585,0.8176059,0.02247102,0.00006337561,0.0002918232,0.0007301591,0.01804367],"genre_scores_gemma":[0.09481711,0.1824622,0.08664889,0.5175173,0.07188535,0.0004384986,0.001054194,0.0006121817,0.04456438],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01442955,"threshold_uncertainty_score":0.06078947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008962640307661548,"score_gpt":0.2650523228579055,"score_spread":0.2560896825502439,"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."}}