{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01845029,0.0003679323,0.0008729848,0.0001885355,0.0005251126,0.00009002202,0.0003655763,0.00007202275,0.00001147882],"category_scores_gemma":[0.0006340406,0.0001834701,0.0007676058,0.001387573,0.0003192669,0.0002303142,0.0004829979,0.0008104014,0.00001866297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003395767,"about_ca_system_score_gemma":0.0001845635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004000412,"about_ca_topic_score_gemma":0.00006950355,"domain_scores_codex":[0.9878284,0.007871793,0.001737645,0.0004693069,0.001606518,0.0004863371],"domain_scores_gemma":[0.9954804,0.0006249098,0.001648965,0.0008679082,0.001273319,0.0001045246],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005776862,0.0002996462,0.2675631,0.0002841717,0.001075172,0.0000119102,0.004548658,0.005359419,0.05104378,0.00002063058,0.6675308,0.00168505],"study_design_scores_gemma":[0.004736787,0.0008880072,0.6242446,0.001707511,0.0005779547,0.00009365956,0.00670966,0.0003688261,0.002796857,0.00003273067,0.3576104,0.0002329771],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8809744,0.0002718144,0.0005266453,0.1148619,0.00049678,0.002347395,0.00002968817,0.00004646906,0.0004449599],"genre_scores_gemma":[0.990644,0.00006010423,0.007794002,0.0008122398,0.0002871246,0.000006450949,0.0000114889,0.00009240972,0.0002921603],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3566816,"threshold_uncertainty_score":0.7481694,"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."}}