{"id":"W248125247","doi":"10.1007/978-3-642-54637-2_32","title":"Chronic Kidney Disease in the Intensive Care Unit","year":2014,"lang":"en","type":"book-chapter","venue":"","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Renal replacement therapy; Kidney disease; Intensive care medicine; Intensive care unit; Acute kidney injury; Renal function; Population; Disease; Intensive care; Internal medicine","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":["insufficient_payload"],"category_scores_codex":[0.0002016397,0.0003655537,0.0004975696,0.0003061796,0.00005750187,0.00002799016,0.0004352129,0.0002468359,0.007828837],"category_scores_gemma":[0.0009601658,0.0002192431,0.0002178902,0.0000598633,0.0002786379,0.0000257485,0.0001925127,0.001321718,0.001969948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003684151,"about_ca_system_score_gemma":0.002140463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007483806,"about_ca_topic_score_gemma":0.00005231895,"domain_scores_codex":[0.9980331,0.00005185918,0.000304682,0.0004475484,0.0007632793,0.0003995308],"domain_scores_gemma":[0.9968621,0.0001390809,0.00007385552,0.001178678,0.0009751781,0.0007711105],"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":[0.0003566933,0.00001062463,0.001265896,0.0009336804,0.0001630108,0.00109694,0.0008040607,1.523888e-7,0.00001459626,0.05112692,0.9383491,0.005878358],"study_design_scores_gemma":[0.001279633,0.0003876168,0.0004289969,0.0008459253,0.0002329656,0.00002938535,0.000479686,0.00003088948,0.00001086566,0.0008137593,0.9952185,0.0002418148],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00003944145,0.001513588,0.00003037327,0.02829185,0.0001582529,0.001392875,0.0004287871,0.00006312206,0.9680817],"genre_scores_gemma":[0.02121759,0.0003214666,0.00002051992,0.03959952,0.0011801,0.00007691904,0.002009566,0.0001065987,0.9354677],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05686939,"threshold_uncertainty_score":0.9988071,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04197762779353537,"score_gpt":0.3315318913673058,"score_spread":0.2895542635737705,"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."}}