{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001624941,0.0003782632,0.001086571,0.000183824,0.0001775966,0.0004178998,0.00148706,0.0007660413,0.00115037],"category_scores_gemma":[0.003699883,0.0003437093,0.0002843729,0.0002531236,0.00009754527,0.0002131857,0.002398405,0.002037971,0.0001545933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005415586,"about_ca_system_score_gemma":0.002600129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009219351,"about_ca_topic_score_gemma":0.00006727941,"domain_scores_codex":[0.9963424,0.0001882148,0.0004664938,0.0008219652,0.001412612,0.0007682993],"domain_scores_gemma":[0.9959033,0.001510908,0.0001435025,0.001165212,0.0007028935,0.0005741772],"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":[0.002971623,0.0001952548,0.00001011442,0.0006745518,0.0005035963,0.000176716,0.0001179058,4.298872e-8,0.0003903211,0.00002448729,0.9936938,0.001241602],"study_design_scores_gemma":[0.004082792,0.001870985,0.000002354365,0.0008099941,0.000236584,0.000007728115,0.0001239909,0.00002104378,0.000841002,0.00003917158,0.9916418,0.0003225163],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00007785313,0.000412152,0.00007694851,0.05833636,0.8917809,0.006254858,0.007083708,0.00008799013,0.03588923],"genre_scores_gemma":[0.00001671861,0.0002775395,0.003663836,0.005271151,0.889104,0.001179932,0.02388407,0.0001966642,0.07640609],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05306521,"threshold_uncertainty_score":0.9999015,"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."}}