{"id":"W3204562384","doi":"10.3390/metabo11100685","title":"Defining Acute Coronary Syndrome through Metabolomics","year":2021,"lang":"en","type":"review","venue":"Metabolites","topic":"Metabolomics and Mass Spectrometry Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"","keywords":"Metabolomics; Disease; Biomarker; Biomarker discovery; Medicine; Bioinformatics; Lipidomics; Omics; Metabolome; Computational biology; Proteomics; Biology; Internal 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004146883,0.001026846,0.003792049,0.0001808803,0.0002311795,0.0001231361,0.0007300687,0.000673467,0.0001604226],"category_scores_gemma":[0.0002798969,0.0008667177,0.001583466,0.0006242435,0.0001701406,0.00001180484,0.0009732379,0.0004917427,0.0001334753],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003091847,"about_ca_system_score_gemma":0.0004278245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009004102,"about_ca_topic_score_gemma":0.000003680782,"domain_scores_codex":[0.9961604,0.0003705833,0.000991912,0.001343927,0.000314697,0.0008184872],"domain_scores_gemma":[0.9977804,0.00009399163,0.0005496879,0.001268405,0.0001611912,0.0001462968],"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":[0.00005372043,0.0005351644,0.0001549123,0.00733376,0.03129489,0.0008350119,0.000102514,0.000002716303,0.00135366,0.08258469,0.0158822,0.8598668],"study_design_scores_gemma":[0.0002452308,0.00009064468,0.00002511237,0.0005577737,0.004911935,0.001022688,0.00002915213,2.692181e-7,0.0005693939,0.0001543361,0.9915075,0.0008859636],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003504445,0.9955119,0.0002033073,0.00002019187,0.001141133,0.0004988686,0.0007597125,0.00004641398,0.001467954],"genre_scores_gemma":[0.00003965667,0.9822301,0.01064823,0.0002072201,0.0003083612,0.0002370361,0.003161698,0.0001855015,0.002982244],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9756253,"threshold_uncertainty_score":0.9993784,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02586924808933206,"score_gpt":0.3145050695887234,"score_spread":0.2886358214993913,"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."}}