{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001311032,0.0001598798,0.0002205201,0.0005809987,0.0002222101,0.0009868019,0.0003341113,0.0003487227,0.006683171],"category_scores_gemma":[0.01343407,0.000176864,0.0006427799,0.002052682,0.0002836674,0.0005794142,0.0003231517,0.001001954,0.0006413015],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000696161,"about_ca_system_score_gemma":0.0008705192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007889935,"about_ca_topic_score_gemma":0.008468983,"domain_scores_codex":[0.9989579,0.0005022301,0.0001245886,0.000128582,0.0002179258,0.00006878076],"domain_scores_gemma":[0.9907525,0.006513531,0.001584844,0.0003142685,0.0005387205,0.0002962184],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004481265,0.0001591713,0.9194877,0.0002081602,0.0003978986,0.0001984635,0.0003569807,0.0004760156,0.0002876059,0.001722384,0.003430697,0.07282688],"study_design_scores_gemma":[0.000009630755,0.0001048488,0.9875739,0.0001893701,0.0002574571,0.0005221595,0.0004486337,0.0006167919,0.0002857288,0.001542223,0.008434407,0.00001476401],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.8791243,0.05235828,0.003614064,0.006970388,0.0002868157,0.00008384566,0.004706237,0.00004706452,0.05280894],"genre_scores_gemma":[0.9847952,0.007635149,0.001332342,0.0004060182,0.0001190544,0.00002089834,0.0009086794,0.00001812653,0.004764692],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.007889935,"threshold_uncertainty_score":0.0223574,"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."}}