{"id":"W4231868061","doi":"10.1111/j.1542-4758.2007.00197.x","title":"Dialysis desiderata<sup>*</sup>","year":2007,"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":"Hemodialysis; Dialysis; Medicine; Sepsis; Acute respiratory distress; Kidney disease; Intensive care medicine; Acute kidney injury; Immunoassay; Ultrafiltration (renal); Internal medicine; Chromatography; Immunology; Chemistry; Lung","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":[0.002540005,0.0004537401,0.001268381,0.0005342163,0.001460627,0.00313758,0.002196715,0.007556486,0.05249969],"category_scores_gemma":[0.01344986,0.0002642804,0.001112178,0.0006069153,0.001266121,0.0029143,0.001406839,0.006198228,0.03282773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001727477,"about_ca_system_score_gemma":0.001765452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002168471,"about_ca_topic_score_gemma":0.003480795,"domain_scores_codex":[0.9971837,0.0004858119,0.000534609,0.0004072334,0.001139052,0.0002495841],"domain_scores_gemma":[0.9853811,0.003773491,0.0008187661,0.0009478597,0.007968914,0.001109949],"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":[0.00005337482,0.00001319817,0.0003497839,0.0002951577,0.00001663092,0.000437617,0.00002939082,0.0000364896,0.0001421549,0.004237928,0.9614519,0.03293641],"study_design_scores_gemma":[0.00001549711,0.00001957255,0.0004154795,0.0001583166,0.00001395853,0.001109928,0.000080218,0.00005501134,0.0002080707,0.003039471,0.9948698,0.00001468743],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007734482,0.01877283,0.001358876,0.633305,0.3156545,0.00005699105,0.001117129,0.0004381325,0.02852323],"genre_scores_gemma":[0.01298063,0.02647595,0.002865191,0.4257998,0.3844553,0.0002728459,0.00163607,0.0002481316,0.1452661],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05249969,"threshold_uncertainty_score":0.175629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01750121256441815,"score_gpt":0.2815844147706387,"score_spread":0.2640832022062205,"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."}}