{"id":"W4294096069","doi":"10.1007/978-3-030-52719-8_62","title":"Adequacy of Dialysis","year":2022,"lang":"en","type":"book-chapter","venue":"Pediatric Nephrology","topic":"Dialysis and Renal Disease Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Children's Hospital; University of British Columbia","funders":"","keywords":"Dialysis; Medicine; Dialysis adequacy; Intensive care medicine; Hemodialysis; Peritoneal dialysis; Renal function; Medical prescription; Observational study; Kt/V; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002299624,0.0002890722,0.001032483,0.0008310521,0.00004907646,0.000004426146,0.0001907177,0.0002257355,0.02972995],"category_scores_gemma":[0.00004325935,0.0002553622,0.0007450741,0.0001434016,0.00008653312,0.00002059084,0.0003118409,0.0003736324,0.0002158897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006906232,"about_ca_system_score_gemma":0.000166478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002655252,"about_ca_topic_score_gemma":0.000003510702,"domain_scores_codex":[0.9981464,0.00003938192,0.000611649,0.0004549254,0.0005005613,0.0002470981],"domain_scores_gemma":[0.9985837,0.000124899,0.0004617328,0.0005868897,0.0000858647,0.0001568976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002085312,0.00142174,0.004720903,0.003348845,0.009867542,0.002368172,0.0003795329,0.0001683288,0.0001536106,0.4939732,0.4218732,0.05963965],"study_design_scores_gemma":[0.000778398,0.0004381721,0.001434626,0.000005722037,0.009919562,0.00001047786,0.000004487134,0.00001185729,0.000001753176,0.00319929,0.9839691,0.0002265851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002458159,0.007658753,0.00004330185,0.001170401,0.0004579865,0.000606077,0.0001186686,0.00006704813,0.9874196],"genre_scores_gemma":[0.04653803,0.02369217,0.0004287843,0.004168471,0.004540784,0.0001156133,0.00109253,0.0001939203,0.9192297],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5620959,"threshold_uncertainty_score":0.9999899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0144352488583021,"score_gpt":0.2404026449382979,"score_spread":0.2259673960799958,"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."}}