{"id":"W115668161","doi":"10.1007/978-3-642-27558-6_15","title":"Factors Affecting Peritoneal Dialysis Dose","year":2012,"lang":"en","type":"book-chapter","venue":"Studies in computational intelligence","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Peritoneal dialysis; Medicine; Dialysis; Medical prescription; Dialysis adequacy; Urology; Intensive care medicine; Internal medicine; Pharmacology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003027455,0.0003909452,0.0007962112,0.0003949128,0.0001264914,0.00002159767,0.0001243145,0.0001198367,0.0004285455],"category_scores_gemma":[0.0001463075,0.000303714,0.0003958741,0.0001146476,0.0003005194,0.0000546059,0.0002605681,0.0003265879,0.0001483002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003059361,"about_ca_system_score_gemma":0.00006027407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001108605,"about_ca_topic_score_gemma":0.00001673499,"domain_scores_codex":[0.9980795,0.00002833932,0.0005679909,0.0004371933,0.0006021389,0.0002848544],"domain_scores_gemma":[0.9986148,0.0005858343,0.0002133109,0.0002069426,0.0002543479,0.0001247391],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0004863456,0.001445155,0.01304533,0.005215705,0.01929374,0.0008647921,0.03169843,0.09823394,0.00001406154,0.3423499,0.007582359,0.4797702],"study_design_scores_gemma":[0.00370772,0.002620875,0.148094,0.02542014,0.02275934,0.0001256458,0.04420421,0.02236522,0.0006789067,0.4773573,0.2413445,0.01132212],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03172924,0.09401838,0.01123089,0.001338677,0.005236321,0.003189462,0.0001586684,0.0003495042,0.8527489],"genre_scores_gemma":[0.9384125,0.002964086,0.001728402,0.0003459534,0.0008881973,0.00002528553,0.0002728903,0.00007211995,0.05529057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9066833,"threshold_uncertainty_score":0.9999415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1500439696674516,"score_gpt":0.3835869015640837,"score_spread":0.2335429318966321,"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."}}