{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T18:51:06Z","timestamp":1761850266640,"version":"build-2065373602"},"reference-count":13,"publisher":"Elsevier BV","issue":"4","license":[{"start":{"date-parts":[[2023,4,1]],"date-time":"2023-04-01T00:00:00Z","timestamp":1680307200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2023,4,1]],"date-time":"2023-04-01T00:00:00Z","timestamp":1680307200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2023,3,20]],"date-time":"2023-03-20T00:00:00Z","timestamp":1679270400000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["worldallergyorganizationjournal.org","elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["World Allergy Organization Journal"],"published-print":{"date-parts":[[2023,4]]},"DOI":"10.1016\/j.waojou.2023.100764","type":"journal-article","created":{"date-parts":[[2023,4,8]],"date-time":"2023-04-08T06:23:27Z","timestamp":1680935007000},"page":"100764","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":0,"title":["Multimodal, open-source big data analysis in asthma: A novel approach to inform public health programming"],"prefix":"10.1016","volume":"16","author":[{"given":"Sebastiano","family":"Gangemi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Alessandro","family":"Tonacci","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Giulia","family":"Costanzo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-5768-391X","authenticated-orcid":false,"given":"Davide","family":"Firinu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stefano","family":"Del Giacco","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"key":"10.1016\/j.waojou.2023.100764_bib1","doi-asserted-by":"crossref","first-page":"691","DOI":"10.1016\/S2213-2600(17)30293-X","article-title":"Global, regional, and national deaths, prevalence, disability-adjusted life years, and years lived with disability for chronic obstructive pulmonary disease and asthma, 1990-2015: a systematic analysis for the Global Burden of Disease Study 2015","volume":"5","year":"2017","journal-title":"Lancet Respir Med"},{"key":"10.1016\/j.waojou.2023.100764_bib2","first-page":"4","article-title":"Understanding asthma phenotypes: the World Asthma Phenotypes (WASP) international collaboration","author":"Pembrey","year":"2018","journal-title":"ERJ Open Res"},{"key":"10.1016\/j.waojou.2023.100764_bib3","doi-asserted-by":"crossref","first-page":"308","DOI":"10.18176\/jiaci.0483","article-title":"PAGE study: summary of a study protocol to estimate the prevalence of severe asthma in Spain using big data methods","volume":"31","author":"Almonacid Sanchez","year":"2021","journal-title":"J\u00a0Investig Allergol Clin Immunol"},{"key":"10.1016\/j.waojou.2023.100764_bib4","doi-asserted-by":"crossref","first-page":"204","DOI":"10.1186\/1471-2458-12-204","article-title":"Global asthma prevalence in adults: findings from the cross-sectional world health survey","volume":"12","author":"To","year":"2012","journal-title":"BMC Publ Health"},{"key":"10.1016\/j.waojou.2023.100764_bib5","doi-asserted-by":"crossref","first-page":"311","DOI":"10.1136\/thoraxjnl-2017-211148","article-title":"Big asthma data: getting bigger and more beautiful?","volume":"73","author":"Diver","year":"2018","journal-title":"Thorax"},{"key":"10.1016\/j.waojou.2023.100764_bib6","doi-asserted-by":"crossref","first-page":"1155","DOI":"10.1080\/02770903.2019.1642352","article-title":"Prodromal clinical, demographic, and socio-ecological correlates of asthma in adults: a 10-year statewide big data multi-domain analysis","volume":"57","author":"Fishe","year":"2020","journal-title":"J\u00a0Asthma Off J Assoc Care Asthma"},{"key":"10.1016\/j.waojou.2023.100764_bib7","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1186\/s12948-020-00127-4","article-title":"Rich at risk: socio-economic drivers of COVID-19 pandemic spread","volume":"18","author":"Gangemi","year":"2020","journal-title":"Clin Mol Allergy CMA"},{"key":"10.1016\/j.waojou.2023.100764_bib8","first-page":"85","article-title":"Assessment of socioeconomic status and control of asthma in adults","volume":"14","author":"Azeez","year":"2016","journal-title":"Ann Ib Postgrad Med"},{"key":"10.1016\/j.waojou.2023.100764_bib9","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1111\/j.1752-699X.2009.00164.x","article-title":"Incidence and prevalence of adult asthma is associated with low socio-economic status","volume":"4","author":"Ekerljung","year":"2010","journal-title":"Clin Respir J"},{"key":"10.1016\/j.waojou.2023.100764_bib10","doi-asserted-by":"crossref","first-page":"928","DOI":"10.1016\/j.puhe.2012.04.011","article-title":"Paediatric asthma hospital utilization varies by demographic factors and area socio-economic status","volume":"126","author":"Largent","year":"2012","journal-title":"Publ Health"},{"key":"10.1016\/j.waojou.2023.100764_bib11","first-page":"6","article-title":"Low socioeconomic status relates to asthma and wheeze, especially in women","author":"Schyllert","year":"2020","journal-title":"ERJ Open Res"},{"key":"10.1016\/j.waojou.2023.100764_bib12","article-title":"Socioeconomic and environmental predictors of asthma-related mortality","volume":"2018","author":"Sinharoy","year":"2018","journal-title":"J\u00a0Environ Public Health"},{"key":"10.1016\/j.waojou.2023.100764_bib13","doi-asserted-by":"crossref","DOI":"10.1080\/19932820.2019.1635843","article-title":"Does clinic-based education have a sustainable impact on asthma patient awareness?","volume":"14","author":"Zarmouh","year":"2019","journal-title":"Libyan J Med"}],"container-title":["World Allergy Organization Journal"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1939455123000248?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S1939455123000248?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2025,10,30]],"date-time":"2025-10-30T18:45:46Z","timestamp":1761849946000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S1939455123000248"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,4]]},"references-count":13,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2023,4]]}},"alternative-id":["S1939455123000248"],"URL":"https:\/\/doi.org\/10.1016\/j.waojou.2023.100764","relation":{},"ISSN":["1939-4551"],"issn-type":[{"type":"print","value":"1939-4551"}],"subject":[],"published":{"date-parts":[[2023,4]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Multimodal, open-source big data analysis in asthma: A novel approach to inform public health programming","name":"articletitle","label":"Article Title"},{"value":"World Allergy Organization Journal","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.waojou.2023.100764","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"simple-article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2023 The Author(s). Published by Elsevier Inc. on behalf of World Allergy Organization.","name":"copyright","label":"Copyright"}],"article-number":"100764"}}