{"id":"W4306255309","doi":"10.1093/eurheartj/ehac544.781","title":"Targeted discovery proteomics to identify clinical phenotypes in heart failure with preserved ejection fraction: a proteomics substudy of VITALITY-HFpEF","year":2022,"lang":"en","type":"article","venue":"European Heart Journal","topic":"GDF15 and Related Biomarkers","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre; University of Alberta","funders":"","keywords":"Medicine; Heart failure with preserved ejection fraction; Heart failure; Internal medicine; Ejection fraction; Cardiology; Disease; GDF15; Proteomics; Bioinformatics; Genetics; Biology","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":[0.000945697,0.0003817565,0.0005738805,0.0007524313,0.0005721524,0.0004932694,0.0002521603,0.000328126,0.0007266045],"category_scores_gemma":[0.0007132619,0.0001080177,0.0005234336,0.000925324,0.0001930515,0.0002308298,0.0005062753,0.0002856941,0.0001024878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002924666,"about_ca_system_score_gemma":0.0003443075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00278612,"about_ca_topic_score_gemma":0.005105892,"domain_scores_codex":[0.999669,0.0001045802,0.00002862095,0.0000975123,0.00003902317,0.00006138936],"domain_scores_gemma":[0.999576,0.00008366597,0.0001264313,0.00005154638,0.00008116641,0.00008120451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.004893957,0.0005567053,0.9398758,0.0003966632,0.002067253,0.0003401415,0.0002302251,0.0005118678,0.02947452,0.0001055965,0.001685359,0.01986196],"study_design_scores_gemma":[0.0001718215,0.00103188,0.9928566,0.00003028931,0.0007619834,0.0003240005,0.0001451203,0.001091986,0.002414488,0.0001531831,0.001007599,0.00001096437],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960577,0.001391081,0.0005978215,0.0000985243,0.00001202955,0.00007103698,0.001456945,0.00001190691,0.0003028965],"genre_scores_gemma":[0.9972248,0.0003836803,0.000674791,0.00009330094,0.00002932951,0.000128034,0.00121691,0.000003114667,0.0002459201],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00278612,"threshold_uncertainty_score":0.005539775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03863246891018787,"score_gpt":0.336183294303972,"score_spread":0.2975508253937841,"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."}}