{"id":"W3155746306","doi":"10.1097/ccm.0000000000005027","title":"Gene Expression–Based Diagnosis of Infections in Critically Ill Patients—Prospective Validation of the SepsisMetaScore in a Longitudinal Severe Trauma Cohort","year":2021,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Procalcitonin; Medicine; Prospective cohort study; Receiver operating characteristic; Sepsis; Cohort; Cohort study; Internal medicine; Systemic inflammatory response syndrome; Intensive care medicine; Critically ill; Emergency 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002235786,0.0004111508,0.0003488548,0.0006313415,0.0002366477,0.0006260352,0.0002946179,0.0004431396,0.0006177762],"category_scores_gemma":[0.003689244,0.0001747853,0.0003165555,0.0004506553,0.0003465239,0.0003409971,0.0006534835,0.0004413655,0.0002404683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002116055,"about_ca_system_score_gemma":0.0003334151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003911026,"about_ca_topic_score_gemma":0.0004995298,"domain_scores_codex":[0.9987922,0.0004652575,0.0000813149,0.00033179,0.0002317502,0.00009775867],"domain_scores_gemma":[0.997586,0.0005533329,0.000888075,0.0002945386,0.0004406685,0.0002372405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007833256,0.00007311285,0.9893981,0.00001562475,0.00005597716,0.00004492006,0.00006041196,0.0002065962,0.005480037,0.00002526014,0.00008327673,0.003773371],"study_design_scores_gemma":[0.00003369174,0.0008411708,0.9931362,0.000009077559,0.00004301343,0.0003639041,0.00008069719,0.002174942,0.002946385,0.00004033742,0.0003191885,0.00001137498],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982134,0.0001099053,0.001101728,0.00002850757,0.000005946621,0.00002237638,0.0003655333,0.000009953153,0.0001427105],"genre_scores_gemma":[0.9975622,0.00005296274,0.001531809,0.00003065979,0.00001454833,0.00004173371,0.0006492405,0.000004813975,0.0001120408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002235786,"threshold_uncertainty_score":0.01182413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05192917670396072,"score_gpt":0.3522858202958922,"score_spread":0.3003566435919315,"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."}}