{"id":"W2613695111","doi":"10.1002/ejhf.901","title":"Prevalence and Prognostic Importance of Precipitating Factors Leading to Heart Failure Hospitalization: Recurrent Hospitalizations and Mortality","year":2017,"lang":"en","type":"article","venue":"European Journal of Heart Failure","topic":"Heart Failure Treatment and Management","field":"Medicine","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Janssen Biotech; National Heart, Lung, and Blood Institute; Relypsa; Janssen Research and Development; National Institutes of Health; Parexel; Boston Scientific Corporation; Alnylam Pharmaceuticals; Medicines Company; Teva Pharmaceutical Industries; Novartis; Sanofi; Merck; GlaxoSmithKline; Genzyme; Bristol-Myers Squibb; AstraZeneca; Bayer; Boehringer Ingelheim; Amgen; Gilead Sciences","keywords":"Medicine; Heart failure; Decompensation; Internal medicine; Ejection fraction; Candesartan; Cardiology; Mortality rate; Emergency medicine; Blood pressure; Angiotensin II","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":[0.0007618289,0.000232148,0.0004832181,0.0001554927,0.0003154542,0.0001376033,0.0001458704,0.00003468876,0.00004270496],"category_scores_gemma":[0.0009167152,0.0001868888,0.000108724,0.0001131843,0.0001492268,0.0004382359,0.0001440905,0.0001951702,0.000006068974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003447539,"about_ca_system_score_gemma":0.00005823641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004507165,"about_ca_topic_score_gemma":0.00001963184,"domain_scores_codex":[0.9982378,0.000160551,0.0006660286,0.0002909945,0.0003930873,0.0002515621],"domain_scores_gemma":[0.9983431,0.00006712684,0.0005051402,0.0004159177,0.0003242138,0.0003444669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002132602,0.00009546251,0.9810089,0.0003479023,0.0001082641,0.00004236528,0.001064803,0.000007286395,0.0005421305,0.0001181751,0.0163907,0.0002526331],"study_design_scores_gemma":[0.000812621,0.001442322,0.974141,0.001328806,0.0002814914,0.00009611923,0.0004266987,0.00001714697,0.0002902368,0.00002196775,0.0209694,0.0001721975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809335,0.0005832786,0.000427559,0.01707942,0.0001565895,0.0006617245,0.00001112872,0.00002212021,0.0001246297],"genre_scores_gemma":[0.9744249,0.00006674509,0.02507616,0.0001032346,0.0001457982,0.000003706854,0.000006004018,0.0000343934,0.0001390734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0246486,"threshold_uncertainty_score":0.7621104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02504547857522316,"score_gpt":0.299734237591845,"score_spread":0.2746887590166218,"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."}}