{"id":"W3146538214","doi":"10.1016/j.xjon.2021.03.017","title":"Commentary: Searching for liquid gold","year":2021,"lang":"en","type":"editorial","venue":"JTCVS Open","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Medicine; Acute kidney injury; Perioperative; Scopus; Renal replacement therapy; Intensive care unit; Gold standard (test); Cardiac surgery; Incidence (geometry); Urine output; MEDLINE; Renal function; Intensive care medicine; Internal medicine; Surgery","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":[0.01607704,0.002095674,0.005388374,0.004305987,0.003962498,0.008123603,0.008166222,0.04663821,0.0701847],"category_scores_gemma":[0.1498132,0.001498997,0.004960946,0.003471332,0.007299211,0.01206494,0.004965253,0.03638295,0.02688868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01153292,"about_ca_system_score_gemma":0.02434336,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01567156,"about_ca_topic_score_gemma":0.01346354,"domain_scores_codex":[0.9794345,0.008733463,0.002467594,0.001854765,0.006264379,0.001245266],"domain_scores_gemma":[0.8940402,0.06507593,0.005965965,0.002732108,0.02775011,0.004435699],"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":[0.00004182003,0.000005350988,0.00002512968,0.00163585,0.00006548341,0.00008894379,0.00006847078,0.00002009583,0.0000170705,0.001022028,0.9901395,0.006870206],"study_design_scores_gemma":[0.0002454146,0.00003745526,0.0001550561,0.01787302,0.0002066472,0.0003321856,0.0002827958,0.00007102339,0.00009470702,0.006032287,0.9746162,0.00005323948],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.00004690708,0.03088469,0.0001275221,0.8592694,0.1061226,0.00006374181,0.0004582177,0.00004769295,0.002979164],"genre_scores_gemma":[0.001147462,0.02014079,0.0002173341,0.9029319,0.07029287,0.0001804392,0.0002234059,0.00006576922,0.004800005],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.0701847,"threshold_uncertainty_score":0.2347912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05283937635835644,"score_gpt":0.4429427032137991,"score_spread":0.3901033268554427,"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."}}