{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,15]],"date-time":"2026-04-15T19:02:33Z","timestamp":1776279753551,"version":"3.50.1"},"reference-count":31,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2023,11,14]],"date-time":"2023-11-14T00:00:00Z","timestamp":1699920000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,11,14]],"date-time":"2023-11-14T00:00:00Z","timestamp":1699920000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Curr Envir Health Rpt"],"DOI":"10.1007\/s40572-023-00418-3","type":"journal-article","created":{"date-parts":[[2023,11,14]],"date-time":"2023-11-14T02:01:39Z","timestamp":1699927299000},"page":"61-70","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Global Research on Natural Disasters and Human Health: a Mapping Study Using Natural Language Processing Techniques"],"prefix":"10.1007","volume":"11","author":[{"given":"Xin","family":"Ye","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hugo","family":"Lin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,11,14]]},"reference":[{"issue":"1","key":"418_CR1","doi-asserted-by":"publisher","first-page":"95","DOI":"10.1586\/eri.11.155","volume":"10","author":"IK Kouadio","year":"2012","unstructured":"Kouadio IK, et al. Infectious diseases following natural disasters: prevention and control measures. Expert Rev Anti Infect Ther. 2012;10(1):95\u2013104.","journal-title":"Expert Rev Anti Infect Ther"},{"issue":"19","key":"418_CR2","doi-asserted-by":"publisher","first-page":"1836","DOI":"10.1056\/NEJMra1109877","volume":"369","author":"J Leaning","year":"2013","unstructured":"Leaning J, Guha-Sapir D. Natural disasters, armed conflict, and public health. N Engl J Med. 2013;369(19):1836\u201342.","journal-title":"N Engl J Med"},{"key":"418_CR3","doi-asserted-by":"crossref","unstructured":"Hallegatte S and Przyluski V.\u00a0The economics of natural disasters: concepts and methods. World Bank Policy Research Working Paper, 2010(5507).","DOI":"10.1596\/1813-9450-5507"},{"issue":"3\u20134","key":"418_CR4","doi-asserted-by":"publisher","first-page":"187","DOI":"10.1111\/j.1751-9861.2011.00073.x","volume":"16","author":"KE Cherry","year":"2011","unstructured":"Cherry KE, et al. Longitudinal assessment of cognitive and psychosocial functioning after Hurricanes Katrina and Rita: exploring disaster impact on middle-aged, older, and oldest-old adults. J Appl Biobehav Res. 2011;16(3\u20134):187\u2013211.","journal-title":"J Appl Biobehav Res"},{"issue":"4","key":"418_CR5","doi-asserted-by":"publisher","first-page":"1031","DOI":"10.1111\/j.1467-7717.2010.01181.x","volume":"34","author":"AS LaJoie","year":"2010","unstructured":"LaJoie AS, Sprang G, McKinney WP. Long-term effects of Hurricane Katrina on the psychological well-being of evacuees. Disasters. 2010;34(4):1031\u201344.","journal-title":"Disasters"},{"key":"418_CR6","doi-asserted-by":"crossref","unstructured":"Morganstein JC and Ursano RJ.\u00a0Ecological disasters and mental health: causes, consequences, and interventions. Frontiers in psychiatry, 2020;11:1.","DOI":"10.3389\/fpsyt.2020.00001"},{"issue":"5","key":"418_CR7","first-page":"666","volume":"7","author":"D Gautier","year":"2016","unstructured":"Gautier D, Denis D, Locatelli B. Impacts of drought and responses of rural populations in West Africa: a systematic review. Wiley Interdisciplinary Reviews: Climate Change. 2016;7(5):666\u201381.","journal-title":"Wiley Interdisciplinary Reviews: Climate Change"},{"key":"418_CR8","doi-asserted-by":"publisher","first-page":"38","DOI":"10.1016\/j.ijdrr.2016.04.001","volume":"17","author":"J Xu","year":"2016","unstructured":"Xu J, et al. Natural disasters and social conflict: a systematic literature review. Int J Disaster Risk Reduction. 2016;17:38\u201348.","journal-title":"Int J Disaster Risk Reduction"},{"issue":"2","key":"418_CR9","doi-asserted-by":"publisher","first-page":"e000109","DOI":"10.1136\/bmjopen-2011-000109","volume":"1","author":"JM Rodriguez-Llanes","year":"2011","unstructured":"Rodriguez-Llanes JM, et al. Child malnutrition and recurrent flooding in rural eastern India: a community-based survey. BMJ Open. 2011;1(2):e000109.","journal-title":"BMJ Open"},{"issue":"8","key":"418_CR10","doi-asserted-by":"publisher","first-page":"e514","DOI":"10.1016\/S2542-5196(21)00179-0","volume":"5","author":"L Berrang-Ford","year":"2021","unstructured":"Berrang-Ford L, et al. Systematic mapping of global research on climate and health: a machine learning review. Lancet Planet Health. 2021;5(8):e514\u201325.","journal-title":"Lancet Planet Health"},{"issue":"4","key":"418_CR11","doi-asserted-by":"publisher","first-page":"e1129","DOI":"10.1002\/cl2.1129","volume":"16","author":"NR Haddaway","year":"2020","unstructured":"Haddaway NR, et al. On the use of computer-assistance to facilitate systematic mapping. Campbell Syst Rev. 2020;16(4):e1129.","journal-title":"Campbell Syst Rev"},{"issue":"11","key":"418_CR12","doi-asserted-by":"publisher","first-page":"1262","DOI":"10.1111\/2041-210X.12602","volume":"7","author":"GC Nunez-Mir","year":"2016","unstructured":"Nunez-Mir GC, et al. Automated content analysis: addressing the big literature challenge in ecology and evolution. Methods Ecol Evol. 2016;7(11):1262\u201372.","journal-title":"Methods Ecol Evol"},{"issue":"3","key":"418_CR13","doi-asserted-by":"publisher","first-page":"224","DOI":"10.1016\/j.tree.2018.11.007","volume":"34","author":"S Nakagawa","year":"2019","unstructured":"Nakagawa S, et al. Research weaving: visualizing the future of research synthesis. Trends Ecol Evol. 2019;34(3):224\u201338.","journal-title":"Trends Ecol Evol"},{"key":"418_CR14","doi-asserted-by":"publisher","first-page":"106321","DOI":"10.1016\/j.infsof.2020.106321","volume":"126","author":"V Garousi","year":"2020","unstructured":"Garousi V, Bauer S, Felderer M. NLP-assisted software testing: a systematic mapping of the literature. Inf Softw Technol. 2020;126:106321.","journal-title":"Inf Softw Technol"},{"key":"418_CR15","unstructured":"The World Bank. World Bank country and lending groups. 2021 [cited 2022 April 14 th]; Available from: https:\/\/datahelpdesk.worldbank.org\/knowledgebase\/articles\/906519-world-bank-country-and-lending-groups."},{"issue":"1","key":"418_CR16","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1186\/2046-4053-4-1","volume":"4","author":"A O\u2019Mara-Eves","year":"2015","unstructured":"O\u2019Mara-Eves A, et al. Using text mining for study identification in systematic reviews: a systematic review of current approaches. Syst Rev. 2015;4(1):1\u201322.","journal-title":"Syst Rev"},{"key":"418_CR17","doi-asserted-by":"crossref","unstructured":"Endert A et al. The state of the art in integrating machine learning into visual analytics. in Computer Graphics Forum. 2017;36(8):458\u201386. Wiley Online Library.","DOI":"10.1111\/cgf.13092"},{"key":"418_CR18","doi-asserted-by":"publisher","DOI":"10.1016\/j.wpi.2020.101965","volume":"61","author":"J-S Lee","year":"2020","unstructured":"Lee J-S, Hsiang J. Patent classification by fine-tuning BERT language model. World Patent Inf. 2020;61: 101965.","journal-title":"World Patent Inf"},{"issue":"9","key":"418_CR19","doi-asserted-by":"publisher","first-page":"91","DOI":"10.21105\/joss.00091","volume":"2","author":"A Halterman","year":"2017","unstructured":"Halterman A. Mordecai: Full text geoparsing and event geocoding. J Open Source Softw. 2017;2(9):91.","journal-title":"J Open Source Softw"},{"issue":"3","key":"418_CR20","first-page":"e576","volume":"10","author":"A Lesnikowski","year":"2019","unstructured":"Lesnikowski A, et al. Frontiers in data analytics for adaptation research: topic modeling. Wiley Interdiscip Rev: Clim Change. 2019;10(3):e576.","journal-title":"Wiley Interdiscip Rev: Clim Change"},{"issue":"3","key":"418_CR21","doi-asserted-by":"publisher","first-page":"708","DOI":"10.1587\/transfun.E92.A.708","volume":"92","author":"A Cichocki","year":"2009","unstructured":"Cichocki A, Phan A-H. Fast local algorithms for large scale nonnegative matrix and tensor factorizations. IEICE Trans Fundam Electron Commun Comput Sci. 2009;92(3):708\u201321.","journal-title":"IEICE Trans Fundam Electron Commun Comput Sci"},{"issue":"Jan","key":"418_CR22","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei DM, Ng AY, Jordan MI. Latent Dirichlet allocation. Journal of machine Learning research. 2003;3(Jan):993\u20131022.","journal-title":"Journal of machine Learning research"},{"key":"418_CR23","first-page":"2825","volume":"12","author":"F Pedregosa","year":"2011","unstructured":"Pedregosa F, et al. Scikit-learn: machine learning in Python. J Machine Learn Res. 2011;12:2825\u201330.","journal-title":"J Machine Learn Res"},{"issue":"1","key":"418_CR24","first-page":"1","volume":"7","author":"J Jogia","year":"2014","unstructured":"Jogia J, et al. Culture and the psychological impacts of natural disasters: implications for disaster management and disaster mental health. Built and human environment review. 2014;7(1):1.","journal-title":"Built and human environment review"},{"key":"418_CR25","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1016\/j.socscimed.2012.10.008","volume":"76","author":"A Datar","year":"2013","unstructured":"Datar A, et al. The impact of natural disasters on child health and investments in rural India. Soc Sci Med. 2013;76:83\u201391.","journal-title":"Soc Sci Med"},{"issue":"5","key":"418_CR26","doi-asserted-by":"publisher","first-page":"508","DOI":"10.1016\/j.amepre.2008.08.022","volume":"35","author":"ME Keim","year":"2008","unstructured":"Keim ME. Building human resilience: the role of public health preparedness and response as an adaptation to climate change. Am J Prev Med. 2008;35(5):508\u201316.","journal-title":"Am J Prev Med"},{"issue":"1","key":"418_CR27","doi-asserted-by":"publisher","first-page":"91","DOI":"10.1093\/bmb\/ldz002","volume":"129","author":"E Chan","year":"2019","unstructured":"Chan E, Man A, Lam H. Scientific evidence on natural disasters and health emergency and disaster risk management in Asian rural-based area. Br Med Bull. 2019;129(1):91.","journal-title":"Br Med Bull"},{"issue":"5","key":"418_CR28","doi-asserted-by":"publisher","first-page":"408","DOI":"10.1097\/01.qco.0000244044.85393.9e","volume":"19","author":"LC Ivers","year":"2006","unstructured":"Ivers LC, Ryan ET. Infectious diseases of severe weather-related and flood-related natural disasters. Curr Opin Infect Dis. 2006;19(5):408\u201314.","journal-title":"Curr Opin Infect Dis"},{"key":"418_CR29","unstructured":"ESCAP U.\u00a0ESCAP Asia-Pacific disaster report 2017 disaster resilience for sustainable development. 2017.\u00a0[cited 2022 April 20th]; Available from: https:\/\/www.unescap.org\/sites\/default\/files\/1_Disaster%20Report%202017%20Low%20res.pdf."},{"issue":"4","key":"418_CR30","doi-asserted-by":"publisher","first-page":"161","DOI":"10.4103\/1117-1936.196242","volume":"23","author":"ET Owoaje","year":"2016","unstructured":"Owoaje ET, et al. A review of the health problems of the internally displaced persons in Africa. Nigerian postgraduate medical journal. 2016;23(4):161.","journal-title":"Nigerian postgraduate medical journal"},{"issue":"2","key":"418_CR31","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1016\/j.dmr.2005.02.003","volume":"3","author":"SC Waring","year":"2005","unstructured":"Waring SC, Brown BJ. The threat of communicable diseases following natural disasters: a public health response. Disaster Manag Response. 2005;3(2):41\u20137.","journal-title":"Disaster Manag Response"}],"container-title":["Current Environmental Health Reports"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s40572-023-00418-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s40572-023-00418-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s40572-023-00418-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,1]],"date-time":"2024-03-01T07:15:19Z","timestamp":1709277319000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s40572-023-00418-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,14]]},"references-count":31,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2024,3]]}},"alternative-id":["418"],"URL":"https:\/\/doi.org\/10.1007\/s40572-023-00418-3","relation":{},"ISSN":["2196-5412"],"issn-type":[{"value":"2196-5412","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,11,14]]},"assertion":[{"value":"1 November 2023","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"14 November 2023","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"Not applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for Publication"}},{"value":"The authors declare no competing interests.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing Interests"}},{"value":"Not applicable, because this article does not contain any studies with human or animal subjects.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Human and Animal Rights and Informed Consent"}}]}}