{"id":"W4402008374","doi":"10.1161/circheartfailure.124.011792","title":"Proteomics Identify Clinical Phenotypes and Predict Functional Outcomes in Heart Failure With Preserved Ejection Fraction: Insights From VITALITY-HFpEF","year":2024,"lang":"en","type":"article","venue":"Circulation Heart Failure","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian VIGOUR Centre","funders":"","keywords":"Heart failure with preserved ejection fraction; Medicine; Heart failure; Internal medicine; Cardiology; Ejection fraction; Vitality; Proteomics; Stroke volume; 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":[0.0003763515,0.0002646929,0.0005856064,0.0003052529,0.000159121,0.0001735696,0.00003695473,0.0003844687,0.000325605],"category_scores_gemma":[0.0001738671,0.000207282,0.0003423281,0.0004779788,0.0001158923,0.0006158651,0.00003415625,0.0007387568,0.0001103593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001617479,"about_ca_system_score_gemma":0.000200361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003189937,"about_ca_topic_score_gemma":0.0004962871,"domain_scores_codex":[0.9976407,0.0002400159,0.0005756268,0.0007233105,0.0006145602,0.0002057961],"domain_scores_gemma":[0.9989107,0.0002339626,0.00006934917,0.000413428,0.0001733835,0.0001991283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001949203,0.0001232061,0.9916045,0.0001084603,0.0004250696,0.00001478576,0.00007713948,0.0003363004,0.001945418,0.00009039698,0.004883795,0.0001959916],"study_design_scores_gemma":[0.00164463,0.00009748979,0.9133355,0.0002169453,0.0002390228,0.00007712598,0.0002833741,0.002122345,0.0001577072,0.0002545309,0.08136398,0.0002073184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9861845,0.0005286718,0.005412988,0.00546154,0.0009512269,0.001068195,0.00002338316,0.0003061418,0.00006334427],"genre_scores_gemma":[0.9961609,0.00002158774,0.002047514,0.0002682534,0.0008478448,0.00007847356,0.0003327639,0.00004638822,0.0001962978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07826899,"threshold_uncertainty_score":0.8452716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02756134972635915,"score_gpt":0.2954903863162557,"score_spread":0.2679290365898965,"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."}}