{"id":"W1988058884","doi":"10.1179/acb.2007.080","title":"IDEAL DETERMINANTS FOR THE INITIATION OF RENAL REPLACEMENT THERAPY: TIMING, METABOLIC THRESHOLD OR FLUID BALANCE?","year":2007,"lang":"en","type":"review","venue":"Acta Clinica Belgica","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Discontinuation; Renal replacement therapy; Acute kidney injury; Intensive care medicine; Balance (ability); Internal medicine; Physical therapy","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":[0.004548336,0.0006019018,0.003224156,0.0003208632,0.0002156208,0.00003795954,0.0009373215,0.0007270084,0.001197398],"category_scores_gemma":[0.002924908,0.0003123367,0.0011845,0.0006740531,0.0003008613,0.00009625941,0.0002601951,0.001003007,0.00004239208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050326,"about_ca_system_score_gemma":0.001922263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001138057,"about_ca_topic_score_gemma":0.000008138602,"domain_scores_codex":[0.9945524,0.000248693,0.002604899,0.0008199504,0.001013118,0.0007609872],"domain_scores_gemma":[0.990685,0.005202797,0.00150188,0.001861352,0.0004388848,0.0003100244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003903586,0.0005376122,0.00007682105,0.003733373,0.001341672,0.00002392671,0.00007514317,1.33337e-8,0.00002738332,0.00004149089,0.08207292,0.9081661],"study_design_scores_gemma":[0.004337228,0.003086191,0.00005502426,0.004677984,0.00227752,0.0001063866,0.00001664251,0.00007313859,0.000111094,0.00001677419,0.9849424,0.0002996603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001470846,0.9903545,0.000100219,0.0006759291,0.0004362999,0.006197777,0.0007090388,0.00005733427,0.001321794],"genre_scores_gemma":[0.0004050543,0.9924393,0.0008718687,0.000845936,0.001122786,0.001076494,0.0005061177,0.0001418236,0.002590575],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9078664,"threshold_uncertainty_score":0.9999329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3421039616885441,"score_gpt":0.5163905051288442,"score_spread":0.1742865434403001,"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."}}