{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001246404,0.0002277068,0.0003093038,0.00078587,0.0001974413,0.0004281985,0.00007767131,0.0002092251,0.0008140598],"category_scores_gemma":[0.0002182604,0.0001004264,0.0001726501,0.0005584562,0.0001212898,0.0001005431,0.0003040159,0.0002212598,0.0001725525],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001146687,"about_ca_system_score_gemma":0.000149399,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009740057,"about_ca_topic_score_gemma":0.001354898,"domain_scores_codex":[0.9999185,0.00001487586,0.000004374041,0.00002769772,0.00002203646,0.00001253274],"domain_scores_gemma":[0.9999164,0.00001861191,0.00002031709,0.000007770911,0.00001886892,0.00001811919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001923128,0.00004329105,0.02585874,0.0001381456,0.0001239149,0.0003210116,0.0001120098,0.000303766,0.9537153,0.0001508784,0.0002573791,0.01705246],"study_design_scores_gemma":[0.00005432045,0.0009110174,0.8119284,0.00004115562,0.0002649205,0.002495968,0.0003738496,0.003577339,0.1739169,0.001105853,0.005273168,0.00005708446],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9885639,0.003728704,0.003292693,0.0001476688,0.00002642786,0.00002994678,0.003013213,0.00009095965,0.001106414],"genre_scores_gemma":[0.9913492,0.001763507,0.003072003,0.0001464767,0.00001960588,0.00003446045,0.002265461,0.00001662991,0.001332726],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009740057,"threshold_uncertainty_score":0.002723277,"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."}}