{"id":"W4387706708","doi":"10.3390/biomedicines11102815","title":"Epigenetics in Heart Failure: Role of DNA Methylation in Potential Pathways Leading to Heart Failure with Preserved Ejection Fraction","year":2023,"lang":"en","type":"review","venue":"Biomedicines","topic":"Cardiovascular Function and Risk Factors","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Heart failure; Epigenetics; Heart failure with preserved ejection fraction; Ejection fraction; DNA methylation; Cardiology; Medicine; Internal medicine; Atrial fibrillation; Biology; Genetics; Gene; Gene expression","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":[0.0003450193,0.0005416204,0.0008275562,0.001339733,0.0002097845,0.0005569849,0.0005029298,0.0007777876,0.002885078],"category_scores_gemma":[0.0005572041,0.0001399907,0.000346208,0.00109225,0.0003292729,0.0007636488,0.0005467039,0.001143718,0.0008431287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003979861,"about_ca_system_score_gemma":0.0008058482,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006947847,"about_ca_topic_score_gemma":0.001458186,"domain_scores_codex":[0.9999086,0.00002134989,0.00001389563,0.00001866012,0.00002816656,0.000009354627],"domain_scores_gemma":[0.9997904,0.0001179122,0.00002693202,0.000005495349,0.00004101738,0.00001830437],"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":[0.00006160446,0.00003905111,0.0003803165,0.01714194,0.0001546121,0.000304313,0.0001042401,0.0003372057,0.003493629,0.004164968,0.0266773,0.9471408],"study_design_scores_gemma":[0.00001565387,0.0001218893,0.002241739,0.004426778,0.0002182273,0.002480799,0.0001009989,0.0001290842,0.0008289098,0.00277088,0.9866397,0.00002523689],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001655925,0.9981001,0.0001908667,0.00045883,0.0003087033,0.000003496495,0.00002042583,0.000008034315,0.0007440394],"genre_scores_gemma":[0.0007461605,0.9982895,0.0001483356,0.0002026917,0.0001899913,0.000004014164,0.0000254495,0.00000106525,0.0003927734],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002885078,"threshold_uncertainty_score":0.009651542,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03705949081463675,"score_gpt":0.3045846853697198,"score_spread":0.2675251945550831,"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."}}