{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007900259,0.0002166395,0.0002499257,0.0007442941,0.0002901428,0.0004696661,0.0003224263,0.0004932097,0.001920023],"category_scores_gemma":[0.004535787,0.000189723,0.0003722143,0.0005253159,0.0002513262,0.0003727558,0.0004993839,0.0005176364,0.0002007575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001881564,"about_ca_system_score_gemma":0.0002222158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054101,"about_ca_topic_score_gemma":0.002433804,"domain_scores_codex":[0.9993248,0.0001988429,0.0001067218,0.0001212285,0.0001305076,0.0001178308],"domain_scores_gemma":[0.9972696,0.0005634218,0.001475862,0.0001179585,0.0001696907,0.0004035915],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002935027,0.00001199659,0.9994336,0.00000304586,0.00001170069,0.00001830558,0.00001185731,0.00001196835,0.00002939755,0.000003618374,0.00002314652,0.0004120203],"study_design_scores_gemma":[0.000002319544,0.00003737532,0.9995226,0.000003709502,0.000008462946,0.0002017516,0.00005157864,0.0001230202,0.00001865026,0.000008597513,0.00002026714,0.000001665882],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993141,0.0002170923,0.0000491687,0.00004518631,0.000004479412,0.000003854615,0.0001295,0.000003028573,0.0002336056],"genre_scores_gemma":[0.9997019,0.00005376461,0.0000465132,0.000005604784,0.0000125842,0.000002802404,0.0001428523,6.615739e-7,0.0000332206],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002054101,"threshold_uncertainty_score":0.006423116,"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."}}