{"id":"W1597115774","doi":"10.25011/cim.v37i6.22241","title":"Metabolomics in critical care medicine: a new approach to biomarker discovery","year":2014,"lang":"en","type":"review","venue":"Clinical and investigative medicine","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Directorate for Biological Sciences","keywords":"Metabolomics; Biomarker; Medicine; Biomarker discovery; Critical illness; Septic shock; Intensive care unit; Intensive care medicine; Identification (biology); Critically ill; Bioinformatics; Internal medicine; Sepsis; Proteomics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.002689806,0.001282514,0.002830683,0.006199644,0.0004245903,0.00258703,0.001137622,0.002366811,0.002832403],"category_scores_gemma":[0.003493154,0.0003688327,0.001277616,0.006349271,0.001538275,0.003526845,0.001384993,0.002966259,0.001170133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001640031,"about_ca_system_score_gemma":0.003078718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00179073,"about_ca_topic_score_gemma":0.001974925,"domain_scores_codex":[0.9987596,0.0004125273,0.0001768615,0.0001614956,0.0004317431,0.0000578801],"domain_scores_gemma":[0.996482,0.002405835,0.0003164361,0.00008322058,0.0006145458,0.00009791111],"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":[0.00009754641,0.0000720766,0.0006439427,0.06320687,0.0005413215,0.00032183,0.0001894526,0.0005139158,0.001854889,0.01497256,0.02418219,0.8934034],"study_design_scores_gemma":[0.00003700344,0.0002391569,0.003015072,0.0352527,0.0007075241,0.002831955,0.0004352485,0.0004635642,0.001187637,0.02321909,0.9324969,0.0001143007],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005382568,0.9981553,0.0003463782,0.0008592216,0.0002077241,0.000004944509,0.00001257794,0.000007321699,0.0003525759],"genre_scores_gemma":[0.0007148365,0.997803,0.0005080088,0.0004235159,0.000389972,0.000008749515,0.00001403784,0.000001719709,0.0001360254],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006199644,"threshold_uncertainty_score":0.01422524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2444529848807883,"score_gpt":0.4387096085306459,"score_spread":0.1942566236498576,"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."}}