{"id":"W3019364303","doi":"10.1093/eurheartj/ehaa270","title":"Omics phenotyping in heart failure: the next frontier","year":2020,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"H2020 European Research Council","keywords":"Omics; Medicine; Metabolomics; Proteomics; Disease; Heart failure; Genomics; Computational biology; Clinical phenotype; Bioinformatics; Phenotype; Pathology; Biology; Internal medicine; Genome; Genetics","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":[0.004198592,0.001027831,0.002197071,0.00284975,0.0005176029,0.003685297,0.001083313,0.001703009,0.003367888],"category_scores_gemma":[0.00558245,0.0003533726,0.0009955813,0.002575234,0.001546934,0.004318231,0.001851593,0.00296567,0.001099106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285738,"about_ca_system_score_gemma":0.002656973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001128313,"about_ca_topic_score_gemma":0.00146795,"domain_scores_codex":[0.9987062,0.0004884875,0.0001839856,0.0001754225,0.0003578363,0.00008803653],"domain_scores_gemma":[0.9939964,0.004447413,0.0003718533,0.000192109,0.0007697683,0.0002225249],"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":[0.0001682113,0.0000551404,0.002650681,0.02061338,0.0006037307,0.0004316822,0.0004117153,0.00125258,0.003921415,0.02518199,0.06320682,0.8815027],"study_design_scores_gemma":[0.00002555851,0.0002112145,0.008536969,0.01819025,0.000482544,0.00243967,0.0006928117,0.001444156,0.001316311,0.07269488,0.89384,0.0001255779],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0007331079,0.9795603,0.005868931,0.01047061,0.001913502,0.00002016577,0.0001619337,0.00007346396,0.001198007],"genre_scores_gemma":[0.00521961,0.9806569,0.00551187,0.004373881,0.003409574,0.00003401117,0.0002680945,0.00002348616,0.0005025547],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004198592,"threshold_uncertainty_score":0.02220458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05188981670900707,"score_gpt":0.2619312046730017,"score_spread":0.2100413879639946,"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."}}