{"id":"W3112420509","doi":"10.1016/j.jacbts.2020.10.001","title":"Metabolomic Signature of Human Aortic Valve Stenosis","year":2020,"lang":"en","type":"article","venue":"JACC Basic to Translational Science","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; St. Boniface Hospital","funders":"Fondation de l’Hôpital Saint-Boniface; Research Manitoba; Heart and Stroke Foundation of Canada","keywords":"Metabolite; Stenosis; Lysophosphatidic acid; Metabolomics; Aortic valve stenosis; Aortic valve; Cardiology; Internal medicine; Hemodynamics; Medicine; Biology; Bioinformatics","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":[0.0001039043,0.00009789848,0.0002141339,0.00008349809,0.00009919214,0.000013998,0.0001186806,0.00002885547,0.0002586958],"category_scores_gemma":[0.00004680574,0.00008051001,0.0004772809,0.0007491643,0.000128321,0.0001218571,0.00001719277,0.00006848256,0.00003566921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002396547,"about_ca_system_score_gemma":0.0002025954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002184985,"about_ca_topic_score_gemma":5.435022e-7,"domain_scores_codex":[0.9987001,0.00001215488,0.0001881296,0.0003067612,0.0006170077,0.0001758289],"domain_scores_gemma":[0.9993235,0.00003028331,0.00004106558,0.0001356248,0.0001329498,0.0003366082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003428803,0.0004522167,0.5960383,0.0001159926,0.0005115036,0.000006730445,0.002202718,0.0004564654,0.3786128,0.005775309,0.0005106052,0.01497444],"study_design_scores_gemma":[0.0006934021,0.0001649737,0.9919565,0.0000210515,0.0003498806,7.031427e-7,0.0000421511,0.0001049675,0.00624879,0.0002001133,0.0001390429,0.00007844745],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938402,0.0002635812,0.0002340106,0.00350563,0.00005640942,0.0003481001,0.00007591022,0.00002599829,0.001650209],"genre_scores_gemma":[0.9979014,0.000003343909,0.0008361001,0.001122261,0.00007457894,0.0000118025,0.00001906666,0.000007607303,0.00002384434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3959181,"threshold_uncertainty_score":0.3283103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02445194526225579,"score_gpt":0.3409880865659936,"score_spread":0.3165361413037378,"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."}}