{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007519969,0.0001147598,0.0002484024,0.00006202418,0.0001603827,0.000101989,0.00008450595,0.00002725207,0.0003130052],"category_scores_gemma":[0.0001798303,0.00007320843,0.0003461224,0.0002092475,0.00004239688,0.0001071848,0.00004671944,0.0008729315,0.0005473804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004516721,"about_ca_system_score_gemma":0.00006627398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005023216,"about_ca_topic_score_gemma":0.000002129296,"domain_scores_codex":[0.9987208,0.0003716233,0.0002534471,0.0001552682,0.000274442,0.0002243678],"domain_scores_gemma":[0.9994344,0.00002944117,0.00004261524,0.0001864308,0.00004565829,0.0002614801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003092108,0.00007008245,0.3538137,0.00002834714,0.0002382675,0.0004273752,0.002697882,0.0004089803,0.007188264,0.00003659362,0.6234787,0.01130264],"study_design_scores_gemma":[0.0009268484,0.00006091208,0.2403332,0.00003635063,0.00003523352,0.001094764,0.0005968199,0.0002588725,0.000107045,0.000003290028,0.7564712,0.00007546979],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8184127,0.003523858,0.004606293,0.1645031,0.002025575,0.0004664448,0.00000293492,0.0001371132,0.006322001],"genre_scores_gemma":[0.9807567,0.0002043236,0.001350298,0.01489008,0.002480956,5.403635e-7,0.000002792825,0.00004966386,0.0002646419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.162344,"threshold_uncertainty_score":0.7035649,"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."}}