{"id":"W4309358056","doi":"10.1002/9781119105954.ch42","title":"General Management of the Hemodialysis Patient","year":2022,"lang":"en","type":"other","venue":"","topic":"Potassium and Related Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Impact; Population Health Research Institute; McMaster University","funders":"","keywords":"Medicine; Hemodialysis; Hyperkalemia; Intensive care medicine; Dialysis; Blood pressure; Dieticians; Internal medicine; Nursing","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00002178856,0.00009372118,0.0001743398,0.00007887784,0.00001930433,0.000001146828,0.00008251062,0.00008048717,0.05133288],"category_scores_gemma":[0.000001518987,0.00004998667,0.0001732481,0.0001524479,0.00003254455,0.00000171828,0.000119168,0.0001104724,0.00002768536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002877363,"about_ca_system_score_gemma":0.00002460533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001578276,"about_ca_topic_score_gemma":0.00001536732,"domain_scores_codex":[0.9994,0.00002076137,0.0001149029,0.0001256878,0.0002500354,0.00008861841],"domain_scores_gemma":[0.9995263,0.000002791694,0.00008531423,0.0003547398,0.000004541961,0.00002629149],"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":[0.000008744528,0.0001226367,0.0002328479,0.0001675332,0.0007709403,0.00001267339,0.00004096636,0.00001590812,0.000007240676,0.0005983898,0.9906351,0.007386997],"study_design_scores_gemma":[0.0005128302,0.00003240125,0.0002249425,0.00006767695,0.000557525,0.00000240314,0.0001733052,0.00001737061,0.00002466583,0.00001982038,0.9983001,0.00006695562],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003268406,0.00118668,0.000008680371,0.0003457733,0.0002917991,0.0003274998,0.00001077739,0.00003910655,0.9974629],"genre_scores_gemma":[0.001681134,0.0006990702,0.0003286834,0.0004539414,0.00002649278,0.00002063119,0.00003435794,0.00009983485,0.9966559],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05130519,"threshold_uncertainty_score":0.9495344,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005106574454014604,"score_gpt":0.2125767292360793,"score_spread":0.2074701547820647,"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."}}