{"id":"W2283453836","doi":"10.1186/s13019-016-0411-5","title":"Outcomes of post-cardiac surgery patients with persistent hyperlactatemia in the intensive care unit: a matched cohort study","year":2016,"lang":"en","type":"article","venue":"Journal of Cardiothoracic Surgery","topic":"Hyperglycemia and glycemic control in critically ill and hospitalized patients","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre; Vancouver General Hospital","funders":"Mach-Gaensslen Foundation of Canada; McGill University","keywords":"Hyperlactatemia; Cardiac surgery; Medicine; Cardiothoracic surgery; Intensive care unit; Cohort; Cohort study; Intensive care medicine; Internal medicine; Emergency medicine; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.001618404,0.0002850902,0.002138132,0.0004702119,0.00005289923,0.00002012747,0.0001536061,0.0001186695,0.00002704804],"category_scores_gemma":[0.002234964,0.0001304312,0.001371817,0.0003392577,0.0001551724,0.0001913522,0.00003317949,0.0003107722,0.000003519261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001437974,"about_ca_system_score_gemma":0.000425739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004015805,"about_ca_topic_score_gemma":0.000003750817,"domain_scores_codex":[0.9963695,0.0005462664,0.001204317,0.0002359456,0.001277723,0.0003662957],"domain_scores_gemma":[0.9915175,0.003055869,0.0005163861,0.0004516644,0.004276781,0.0001817977],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003884735,0.0004495981,0.9807922,0.0000943634,0.001601759,0.0003110081,0.002706396,0.00000140076,0.00006023953,0.000001144048,0.0002953279,0.009801881],"study_design_scores_gemma":[0.001962455,0.001085782,0.9706958,0.000633418,0.001245003,0.00008136378,0.02383281,2.523368e-7,0.00004310073,0.000003735237,0.0002374006,0.0001788936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966758,0.0007078217,0.00001298542,0.0009024241,0.0007357488,0.0007170194,0.00004793195,0.000008701777,0.000191577],"genre_scores_gemma":[0.9992185,0.0001179101,0.00002708989,0.0004232091,0.0001145541,0.00002294169,0.00001335663,0.00003175097,0.00003074134],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02112641,"threshold_uncertainty_score":0.5318828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02045817885366144,"score_gpt":0.2866174353585715,"score_spread":0.2661592565049101,"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."}}