{"id":"W4377099139","doi":"10.1002/ejhf.2894","title":"Patient Phenotype Profiling in Heart Failure with Preserved Ejection Fraction to Guide Therapeutic Decision Making. A Scientific Statement of the Heart Failure Association, the European Heart Rhythm Association of the European Society of Cardiology, and the European Society of Hypertension","year":2023,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":187,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Surgical Specialties (Canada)","funders":"European Society of Cardiology","keywords":"Medicine; Heart failure; Heart failure with preserved ejection fraction; Internal medicine; Ejection fraction; Cardiology; Diastolic heart failure; Diastole; Polypharmacy; Intensive care medicine; Blood pressure","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":[0.003782529,0.0006847558,0.001144947,0.002595876,0.0005424533,0.002794446,0.0007190035,0.001029319,0.002162459],"category_scores_gemma":[0.009976447,0.0001989423,0.0008936606,0.001143254,0.0003344992,0.001143136,0.001168162,0.001856987,0.001268013],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005497311,"about_ca_system_score_gemma":0.001205544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001375441,"about_ca_topic_score_gemma":0.00304557,"domain_scores_codex":[0.9987007,0.0006019713,0.0002576094,0.0001246393,0.0002364358,0.00007856103],"domain_scores_gemma":[0.996492,0.001238444,0.0006021191,0.0001436621,0.001021685,0.0005020641],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009083835,0.0003564616,0.4454324,0.0005891109,0.0003848985,0.001958364,0.0005342591,0.003388151,0.003322503,0.004442229,0.1095533,0.4291298],"study_design_scores_gemma":[0.0006262654,0.001515318,0.6420614,0.00480934,0.001559186,0.01049916,0.003856669,0.0735494,0.007251022,0.04878122,0.205197,0.0002939257],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4272816,0.08736839,0.1724708,0.2241172,0.005350148,0.002120578,0.01459598,0.002324218,0.06437114],"genre_scores_gemma":[0.7683367,0.0169468,0.1867655,0.01449235,0.002743225,0.0007086545,0.006417497,0.0002217271,0.003367607],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003782529,"threshold_uncertainty_score":0.02000415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02346337715669502,"score_gpt":0.2615189731264118,"score_spread":0.2380555959697167,"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."}}