{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T12:13:11Z","timestamp":1778847191624,"version":"3.51.4"},"reference-count":25,"publisher":"International Society of Global Health","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["J Glob Health"],"DOI":"10.7189\/jogh.16.04097","type":"journal-article","created":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T11:53:08Z","timestamp":1778845988000},"source":"Crossref","is-referenced-by-count":0,"title":["Unveiling the gap in heart failure: a Brazilian Unified Health System study"],"prefix":"10.7189","volume":"16","author":[{"given":"Nathalia","family":"Volpi e Silva","sequence":"first","affiliation":[{"name":"Oracle Life Sciences, S\u00e3o Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vicky","family":"Nogueira-Pileggi","sequence":"additional","affiliation":[{"name":"Oracle Life Sciences, S\u00e3o Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Renato Lima","family":"Vitorasso","sequence":"additional","affiliation":[{"name":"Oracle Life Sciences, S\u00e3o Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Daniela","family":"Vicentini","sequence":"additional","affiliation":[{"name":"Oracle Life Sciences, S\u00e3o Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Elizabeth","family":"Bilevicius","sequence":"additional","affiliation":[{"name":"Research, Development and Medical Affairs, Viatris, S\u00e3o Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Vivian Cardoso","family":"Batista","sequence":"additional","affiliation":[{"name":"Research, Development and Medical Affairs, Viatris, S\u00e3o Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Renato Mantelli","family":"Picoli","sequence":"additional","affiliation":[{"name":"Oracle Life Sciences, S\u00e3o Paulo, Brazil"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"4223","published-online":{"date-parts":[[2026,5,15]]},"reference":[{"key":"key-10.7189\/jogh.16.04097-202605141736-R1","unstructured":"World Health Organization. Cardiovascular diseases (CVDs). 31 July 2021. Available: https:\/\/www.who.int\/news-room\/fact-sheets\/detail\/cardiovascular-diseases-(cvds). Accessed: 9 March 2026."},{"key":"key-10.7189\/jogh.16.04097-202605141736-R2","doi-asserted-by":"publisher","first-page":"E220021","DOI":"10.1590\/1980-549720220021.2","article-title":"Trends in mortality from heart failure in Brazil: 1998 to 2019.","volume":"25","author":"Arruda","year":"2022","journal-title":"Rev Bras Epidemiol"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R3","doi-asserted-by":"publisher","first-page":"387","DOI":"10.1016\/j.cardfail.2021.01.022","article-title":"Universal Definition and Classification of Heart Failure.","volume":"27","author":"Bozkurt","year":"2021","journal-title":"J Card Fail"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R4","doi-asserted-by":"publisher","first-page":"49","DOI":"10.1590\/S0066-782X2005002200001","article-title":"[I Diretriz Latino-Americana para avalia\u00e7\u00e3o e conduta na insufici\u00eancia card\u00edaca descompensada].","volume":"85","author":"Bocchi","year":"2005","journal-title":"Arq Bras Cardiol"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R5","first-page":"436","article-title":"[Diretriz Brasileira de Insufici\u00eancia Card\u00edaca Cr\u00f4nica e Aguda. Arq Bras Cardiol].","volume":"111","author":"Rohde","year":"2018"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R6","first-page":"1","article-title":"[An\u00e1lise Epidemiol\u00f3gica por Insufici\u00eancia Card\u00edaca no Brasil].","volume":"9","author":"Alexsander","year":"2021","journal-title":"BMS Brazilian medical students journal"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R7","first-page":"281","article-title":"Random Search for Hyper-Parameter Optimization.","volume":"13","author":"Bergstra","year":"2012","journal-title":"J Mach Learn Res"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R8","unstructured":"Zenodo. scikit-optimize\/scikit-optimize: v0.5.2. 2018. Available: https:\/\/zenodo.org\/record\/1207017. Accessed: 9 March 2026."},{"key":"key-10.7189\/jogh.16.04097-202605141736-R9","unstructured":"Lundberg S, Lee SI. A Unified Approach to Interpreting Model Predictions. arXiv: 1705.07874 [preprint]. 2017. Available: https:\/\/arxiv.org\/abs\/1705.07874. Accessed: 9 March 2026."},{"key":"key-10.7189\/jogh.16.04097-202605141736-R10","doi-asserted-by":"publisher","first-page":"e003875","DOI":"10.1161\/CIRCHEARTFAILURE.117.003875","article-title":"Significance of Ischemic Heart Disease in Patients With Heart Failure and Preserved, Midrange, and Reduced Ejection Fraction: A Nationwide Cohort Study.","volume":"10","author":"Vedin","year":"2017","journal-title":"Circ Heart Fail"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R11","doi-asserted-by":"publisher","first-page":"342","DOI":"10.3390\/medicina60020342","article-title":"Harmony in Chaos: Deciphering the Influence of Ischemic Cardiomyopathy and Non-Cardiac Comorbidities on Holter ECG Parameters in Chronic Heart Failure Patients: A Pilot Study.","volume":"60","author":"Duca","year":"2024","journal-title":"Medicina (Kaunas)"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R12","doi-asserted-by":"publisher","first-page":"143","DOI":"10.1016\/j.hfc.2011.08.011","article-title":"Aging-associated cardiovascular changes and their relationship to heart failure.","volume":"8","author":"Strait","year":"2012","journal-title":"Heart Fail Clin"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R13","doi-asserted-by":"publisher","first-page":"135","DOI":"10.1111\/j.1365-2796.1995.tb01153.x","article-title":"Heart failure: a growing public health problem.","volume":"237","author":"Eriksson","year":"1995","journal-title":"J Intern Med"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R14","doi-asserted-by":"publisher","first-page":"e0295572","DOI":"10.1371\/journal.pone.0295572","article-title":"The impacts of COVID-19 hospitalizations on non-COVID-19 deaths and hospitalizations: A panel data analysis using Brazilian municipalities.","volume":"18","author":"Menezes-Filho","year":"2023","journal-title":"PLoS One"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R15","doi-asserted-by":"publisher","first-page":"1051","DOI":"10.1016\/j.recesp.2016.04.045","article-title":"Burden of Heart Failure in Latin America: A Systematic Review and Meta-analysis.","volume":"69","author":"Ciapponi","year":"2016","journal-title":"Rev Esp Cardiol (Engl Ed)"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R16","doi-asserted-by":"publisher","first-page":"925","DOI":"10.1016\/j.cardfail.2021.05.014","article-title":"Misdiagnosis of Heart Failure: A Systematic Review of the Literature.","volume":"27","author":"Wong","year":"2021","journal-title":"J Card Fail"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R17","doi-asserted-by":"publisher","first-page":"479","DOI":"10.2147\/VHRM.S489882","article-title":"Misdiagnosis of Chronic Heart Failure in Patients with Type 2 Diabetes Mellitus in Primary Care: A Report of Two Cases and Literature Review.","volume":"20","author":"Yeshniyazov","year":"2024","journal-title":"Vasc Health Risk Manag"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R18","doi-asserted-by":"publisher","first-page":"813","DOI":"10.1002\/ejhf.1819","article-title":"Risk of heart failure in type 2 diabetes complicated by incident ischaemic heart disease and end-stage renal disease.","volume":"22","author":"Malik","year":"2020","journal-title":"Eur J Heart Fail"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R19","doi-asserted-by":"publisher","first-page":"600","DOI":"10.1136\/heartjnl-2017-312183","article-title":"Routes to diagnosis of heart failure: observational study using linked data in England.","volume":"104","author":"Bottle","year":"2018","journal-title":"Heart"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R20","doi-asserted-by":"publisher","first-page":"772","DOI":"10.1002\/ejhf.110","article-title":"Prevalence of unrecognized heart failure in older persons with shortness of breath on exertion.","volume":"16","author":"van Riet","year":"2014","journal-title":"Eur J Heart Fail"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R21","doi-asserted-by":"publisher","first-page":"1","DOI":"10.3310\/hta13320","article-title":"Systematic review and individual patient data meta-analysis of diagnosis of heart failure, with modelling of implications of different diagnostic strategies in primary care.","volume":"13","author":"Mant","year":"2009","journal-title":"Health Technol Assess"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R22","doi-asserted-by":"publisher","first-page":"123","DOI":"10.1007\/BF03086130","article-title":"Prevalence and misdiagnosis of chronic heart failure in nursing home residents: the role of B-type natriuretic peptides.","volume":"16","author":"Barents","year":"2008","journal-title":"Neth Heart J"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R23","doi-asserted-by":"publisher","first-page":"26","DOI":"10.1016\/j.csbj.2016.11.001","article-title":"Heart Failure: Diagnosis, Severity Estimation and Prediction of Adverse Events Through Machine Learning Techniques.","volume":"15","author":"Tripoliti","year":"2016","journal-title":"Comput Struct Biotechnol J"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R24","doi-asserted-by":"publisher","first-page":"523","DOI":"10.1016\/j.jchf.2023.01.029","article-title":"Chronic Kidney Disease, Heart Failure, and Adverse Cardiac Remodeling in Older Adults.","volume":"11","author":"Buckley","year":"2023","journal-title":"JACC Heart Fail"},{"key":"key-10.7189\/jogh.16.04097-202605141736-R25","unstructured":"Pappan N, Awosika AO, Rehman A. Dyslipidemia. StatPearls. 2024. Available: http:\/\/www.ncbi.nlm.nih.gov\/books\/NBK560891\/. Accessed: 9 March 2026."}],"container-title":["Journal of Global Health"],"original-title":[],"link":[{"URL":"https:\/\/jogh.org\/2026\/jogh-16-04097","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,15]],"date-time":"2026-05-15T11:53:10Z","timestamp":1778845990000},"score":1,"resource":{"primary":{"URL":"https:\/\/jogh.org\/2026\/jogh-16-04097"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,5,15]]},"references-count":25,"URL":"https:\/\/doi.org\/10.7189\/jogh.16.04097","relation":{},"ISSN":["2047-2978","2047-2986"],"issn-type":[{"value":"2047-2978","type":"print"},{"value":"2047-2986","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,5,15]]},"article-number":"04097"}}