{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,17]],"date-time":"2026-04-17T16:39:50Z","timestamp":1776443990096,"version":"3.51.2"},"reference-count":46,"publisher":"Elsevier BV","issue":"4","license":[{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2024,12,1]],"date-time":"2024-12-01T00:00:00Z","timestamp":1733011200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2024,6,8]],"date-time":"2024-06-08T00:00:00Z","timestamp":1717804800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Infectious Disease Modelling"],"published-print":{"date-parts":[[2024,12]]},"DOI":"10.1016\/j.idm.2024.06.001","type":"journal-article","created":{"date-parts":[[2024,6,13]],"date-time":"2024-06-13T00:49:53Z","timestamp":1718239793000},"page":"1081-1094","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":5,"title":["Schistosomiasis transmission in Zimbabwe: Modelling based on machine learning"],"prefix":"10.1016","volume":"9","author":[{"given":"Hong-Mei","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jin-Xin","family":"Zheng","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Nicholas","family":"Midzi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0868-1173","authenticated-orcid":false,"given":"Masceline Jenipher","family":"Mutsaka- Makuvaza","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shan","family":"Lv","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shang","family":"Xia","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5685-8901","authenticated-orcid":false,"given":"Ying-jun","family":"Qian","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5754-5819","authenticated-orcid":false,"given":"Ning","family":"Xiao","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0190-1084","authenticated-orcid":false,"given":"Robert","family":"Berguist","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1417-8427","authenticated-orcid":false,"given":"Xiao-Nong","family":"Zhou","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"78","reference":[{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib1","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1186\/s40249-023-01071-6","article-title":"Ultrasound aspects and risk factors associated with urogenital schistosomiasis among primary school children in Mali","volume":"12","author":"Agniwo","year":"2023","journal-title":"Infect Dis Poverty"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib2","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1186\/s40249-022-00975-z","article-title":"Burden and factors associated with schistosomiasis and soil-transmitted helminth infections among school-age children in Huambo, Uige and Zaire provinces, Angola","volume":"11","author":"Bartlett","year":"2022","journal-title":"Infect Dis Poverty"},{"key":"10.1016\/j.idm.2024.06.001_bib3","doi-asserted-by":"crossref","DOI":"10.1016\/j.soh.2024.100070","article-title":"Synergistic integration of climate change and zoonotic diseases by artificial intelligence (AI): A holistic approach for sustainable solutions","volume":"3","author":"Bergquist","year":"2024","journal-title":"Science in One Health"},{"issue":"7","key":"10.1016\/j.idm.2024.06.001_bib4","doi-asserted-by":"crossref","first-page":"640","DOI":"10.1016\/S1473-3099(14)70001-5","article-title":"HIV and schistosomiasis co-infection in African children","volume":"14","author":"Bustinduy","year":"2014","journal-title":"The Lancet Infectious Diseases"},{"key":"10.1016\/j.idm.2024.06.001_bib5","article-title":"Enhancing schistosomiasis control strategy for Zimbabwe: Building on past experiences","volume":"2012","author":"Chimbari","year":"2012","journal-title":"J\u00a0Parasitol Res"},{"key":"10.1016\/j.idm.2024.06.001_bib6","doi-asserted-by":"crossref","first-page":"59","DOI":"10.1186\/s13027-020-00327-2","article-title":"Association of schistosomiasis and risk of prostate cancer development in residents of Murehwa rural community, Zimbabwe","volume":"15","author":"Choto","year":"2020","journal-title":"Infectious Agents and Cancer"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib7","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1186\/s40249-023-01155-3","article-title":"Schistosomiasis control in Senegal: Results from community data analysis for optimizing preventive chemotherapy intervention with praziquantel","volume":"12","author":"Diop","year":"2023","journal-title":"Infect Dis Poverty"},{"issue":"7","key":"10.1016\/j.idm.2024.06.001_bib8","doi-asserted-by":"crossref","first-page":"835","DOI":"10.1017\/S0031182012000029","article-title":"Schistosomiasis in infants and pre-school-aged children in sub-saharan Africa: Implication for control","volume":"139","author":"Ekpo","year":"2012","journal-title":"Parasitology"},{"key":"10.1016\/j.idm.2024.06.001_bib9","series-title":"Global burden of disease study 2019 (GBD 2019) disability weights","year":"2020"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib10","doi-asserted-by":"crossref","first-page":"88","DOI":"10.1186\/s40249-021-00874-9","article-title":"Identification of the high-risk area for schistosomiasis transmission in China based on information value and machine learning: A newly data-driven modeling attempt","volume":"10","author":"Gong","year":"2021","journal-title":"Infect Dis Poverty"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib11","doi-asserted-by":"crossref","first-page":"316","DOI":"10.1186\/s13071-017-2252-z","article-title":"Longitudinal survey on the distribution of Biomphalaria sudanica and B. Choanomophala in mwanza region, on the shores of lake victoria, Tanzania: Implications for schistosomiasis transmission and control","volume":"10","author":"Gouvras","year":"2017","journal-title":"Parasites & Vectors"},{"issue":"12","key":"10.1016\/j.idm.2024.06.001_bib12","doi-asserted-by":"crossref","first-page":"1611","DOI":"10.1017\/S003118200999093X","article-title":"Schistosomiasis--a rich vein of research","volume":"136","author":"Hagan","year":"2009","journal-title":"Parasitology"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib13","doi-asserted-by":"crossref","first-page":"87","DOI":"10.1186\/s40249-017-0299-x","article-title":"Assessing environmental factors associated with regional schistosomiasis prevalence in Anhui Province, Peoples' Republic of China using a geographical detector method","volume":"6","author":"Hu","year":"2017","journal-title":"Infect Dis Poverty"},{"key":"10.1016\/j.idm.2024.06.001_bib14","doi-asserted-by":"crossref","DOI":"10.1016\/j.cmpb.2020.105536","article-title":"Predictive modeling of blood pressure during hemodialysis: A comparison of linear model, random forest, support vector regression, XGBoost, LASSO regression and ensemble method","volume":"195","author":"Huang","year":"2020","journal-title":"Computer Methods and Programs in Biomedicine"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib15","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1186\/s40249-023-01088-x","article-title":"Epidemiology of pediatric schistosomiasis in hard-to-reach areas and populations: A scoping review","volume":"12","author":"Isaiah","year":"2023","journal-title":"Infect Dis Poverty"},{"key":"10.1016\/j.idm.2024.06.001_bib16","doi-asserted-by":"crossref","first-page":"110","DOI":"10.1186\/1471-2334-8-110","article-title":"Schistosomiasis transmission at high altitude crater lakes in western Uganda","volume":"8","author":"John","year":"2008","journal-title":"BMC Infectious Diseases"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib17","doi-asserted-by":"crossref","first-page":"73","DOI":"10.1186\/s40249-018-0448-x","article-title":"Efficacy of praziquantel treatment regimens in pre-school and school aged children infected with schistosomiasis in sub-saharan Africa: A systematic review","volume":"7","author":"Kabuyaya","year":"2018","journal-title":"Infect Dis Poverty"},{"key":"10.1016\/j.idm.2024.06.001_bib18","doi-asserted-by":"crossref","DOI":"10.1016\/j.onehlt.2022.100439","article-title":"Predicting infectious disease for biopreparedness and response: A systematic review of machine learning and deep learning approaches","volume":"15","author":"Keshavamurthy","year":"2022","journal-title":"One Health"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib19","doi-asserted-by":"crossref","first-page":"136","DOI":"10.1016\/S1473-3099(21)00090-6","article-title":"Effect of preventive chemotherapy with praziquantel on schistosomiasis among school-aged children in sub-saharan Africa: A spatiotemporal modelling study","volume":"22","author":"Kokaliaris","year":"2022","journal-title":"The Lancet Infectious Diseases"},{"key":"10.1016\/j.idm.2024.06.001_bib20","article-title":"Chronic intestinal schistosomiasis caused by co-infection with Schistosoma intercalatum and Schistosoma mansoni","author":"Kolodziej","year":"2023","journal-title":"The Lancet Infectious Diseases"},{"issue":"8","key":"10.1016\/j.idm.2024.06.001_bib21","doi-asserted-by":"crossref","first-page":"927","DOI":"10.1016\/S1473-3099(15)00066-3","article-title":"Spatial distribution of schistosomiasis and treatment needs in sub-saharan Africa: A systematic review and geostatistical analysis","volume":"15","author":"Lai","year":"2015","journal-title":"The Lancet Infectious Diseases"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib22","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1186\/s40249-023-01163-3","article-title":"Influence of urbanization on schistosomiasis infection risk in anhui province based on sixteen year's longitudinal surveillance data: A spatio-temporal modelling study","volume":"12","author":"Liu","year":"2023","journal-title":"Infect Dis Poverty"},{"key":"10.1016\/j.idm.2024.06.001_bib23","doi-asserted-by":"crossref","DOI":"10.1016\/j.soh.2022.100004","article-title":"Multi-modal deep learning based on multi-dimensionaland multi-level temporal data can enhance the prognostic predictionfor multi-drug resistant pulmonary tuberculosis patients","author":"Lu","year":"2022","journal-title":"Science in One Health"},{"issue":"6","key":"10.1016\/j.idm.2024.06.001_bib24","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pntd.0008388","article-title":"Six rounds of annual praziquantel treatment during a national helminth control program significantly reduced schistosome infection and morbidity levels in a cohort of schoolchildren in Zimbabwe","volume":"14","author":"Mduluza","year":"2020","journal-title":"PLoS Neglected Tropical Diseases"},{"issue":"8","key":"10.1016\/j.idm.2024.06.001_bib25","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pntd.0003014","article-title":"Distribution of schistosomiasis and soil transmitted helminthiasis in Zimbabwe: Towards a national plan of action for control and elimination","volume":"8","author":"Midzi","year":"2014","journal-title":"PLoS Neglected Tropical Diseases"},{"key":"10.1016\/j.idm.2024.06.001_bib26","doi-asserted-by":"crossref","first-page":"95","DOI":"10.1146\/annurev-publhealth-040617-014208","article-title":"Big data in public health: Terminology, machine learning, and privacy","volume":"39","author":"Mooney","year":"2018","journal-title":"Annual Review of Public Health"},{"issue":"8","key":"10.1016\/j.idm.2024.06.001_bib27","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pntd.0009660","article-title":"Assessing early child development and its association with stunting and schistosome infections in rural Zimbabwean children using the Griffiths Scales of Child Development [Article]","volume":"15","author":"Mutapi","year":"2021","journal-title":"PLoS Neglected Tropical Diseases"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib28","doi-asserted-by":"crossref","first-page":"427","DOI":"10.1186\/s13071-019-3667-5","article-title":"Urogenital schistosomiasis and risk factors of infection in mothers and preschool children in an endemic district in Zimbabwe","volume":"12","author":"Mutsaka-Makuvaza","year":"2019","journal-title":"Parasites & Vectors"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib29","doi-asserted-by":"crossref","first-page":"458","DOI":"10.1186\/s13071-019-3668-4","article-title":"Knowledge, perceptions and practices regarding schistosomiasis among women living in a highly endemic rural district in Zimbabwe: Implications on infections among preschool-aged children","volume":"12","author":"Mutsaka-Makuvaza","year":"2019","journal-title":"Parasites & Vectors"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib30","doi-asserted-by":"crossref","first-page":"102","DOI":"10.1186\/s40249-018-0483-7","article-title":"Reinfection of urogenital schistosomiasis in pre-school children in a highly endemic district in northern Zimbabwe: A 12 months compliance study","volume":"7","author":"Mutsaka-Makuvaza","year":"2018","journal-title":"Infect Dis Poverty"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib31","doi-asserted-by":"crossref","first-page":"99","DOI":"10.24248\/eahrj.v5i1.656","article-title":"Environmental factors influencing prevention and control of schistosomiasis infection in mwea, kirinyaga county Kenya: A cross sectional study","volume":"5","author":"Mwai","year":"2021","journal-title":"East Afr Health Res J"},{"key":"10.1016\/j.idm.2024.06.001_bib32","doi-asserted-by":"crossref","first-page":"84","DOI":"10.1016\/j.actatropica.2017.03.033","article-title":"Risk factors for schistosomiasis transmission among school children in Gwanda district, Zimbabwe","volume":"175","author":"Nyati-Jokomo","year":"2017","journal-title":"Acta Tropica"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib33","doi-asserted-by":"crossref","first-page":"505","DOI":"10.4081\/gh.2017.505","article-title":"Comparison of the spatial patterns of schistosomiasis in Zimbabwe at two points in time, spaced twenty-nine years apart: Is climate variability of importance?","volume":"12","author":"Pedersen","year":"2017","journal-title":"Geospat Health"},{"key":"10.1016\/j.idm.2024.06.001_bib34","doi-asserted-by":"crossref","first-page":"536","DOI":"10.1186\/s13071-014-0536-0","article-title":"Modelling climate change impact on the spatial distribution of fresh water snails hosting trematodes in Zimbabwe","volume":"7","author":"Pedersen","year":"2014","journal-title":"Parasites & Vectors"},{"issue":"12","key":"10.1016\/j.idm.2024.06.001_bib36","doi-asserted-by":"crossref","DOI":"10.1371\/journal.pntd.0001377","article-title":"Disability weight of clonorchis sinensis infection: Captured from community study and model simulation","volume":"5","author":"Qian","year":"2011","journal-title":"PLoS Neglected Tropical Diseases"},{"key":"10.1016\/j.idm.2024.06.001_bib37","doi-asserted-by":"crossref","DOI":"10.1016\/j.soh.2023.100040","article-title":"A\u00a0review on the use of machine learning techniques in monkeypox disease prediction","author":"Rampogu","year":"2023","journal-title":"Science in One Health"},{"issue":"1 Suppl","key":"10.1016\/j.idm.2024.06.001_bib38","first-page":"406","article-title":"Combining process-based and correlative models improves predictions of climate change effects on Schistosoma mansoni transmission in eastern Africa","volume":"11","author":"Stensgaard","year":"2016","journal-title":"Geospat Health"},{"issue":"3","key":"10.1016\/j.idm.2024.06.001_bib39","doi-asserted-by":"crossref","first-page":"287","DOI":"10.1080\/00034983.1985.11811921","article-title":"Prevalence and distribution of schistosomiasis in Zimbabwe","volume":"79","author":"Taylor","year":"1985","journal-title":"Annals of Tropical Medicine and Parasitology"},{"issue":"13","key":"10.1016\/j.idm.2024.06.001_bib40","doi-asserted-by":"crossref","first-page":"1859","DOI":"10.1017\/S0031182009991600","article-title":"Schistosomiasis and neglected tropical diseases: Towards integrated and sustainable control and a word of caution","volume":"136","author":"Utzinger","year":"2009","journal-title":"Parasitology"},{"issue":"2\u20133","key":"10.1016\/j.idm.2024.06.001_bib41","doi-asserted-by":"crossref","first-page":"125","DOI":"10.1016\/S0001-706X(03)00029-9","article-title":"Quantification of clinical morbidity associated with schistosome infection in sub-Saharan Africa","volume":"86","author":"Van der Werf","year":"2003","journal-title":"Acta Tropica"},{"key":"10.1016\/j.idm.2024.06.001_bib42","doi-asserted-by":"crossref","first-page":"1722","DOI":"10.3389\/fmicb.2019.01722","article-title":"Machine learning approaches for epidemiological investigations of food-borne disease outbreaks","volume":"10","author":"Vilne","year":"2019","journal-title":"Frontiers in Microbiology"},{"issue":"3","key":"10.1016\/j.idm.2024.06.001_bib43","article-title":"WHO methods and data sources for global burden of disease estimates 2000-2019","year":"2020","journal-title":"Global Health Estimates"},{"key":"10.1016\/j.idm.2024.06.001_bib44","series-title":"Ending the neglect to attain the sustainable development goals: A road map for neglected tropical diseases 2021\u20132030","year":"2021"},{"issue":"4","key":"10.1016\/j.idm.2024.06.001_bib46","article-title":"Potential impact of climate change on schistosomiasis: A global assessment attempt","volume":"3","author":"Yang","year":"2018","journal-title":"Travel Medicine and Infectious Disease"},{"issue":"1","key":"10.1016\/j.idm.2024.06.001_bib47","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1186\/s40249-021-00852-1","article-title":"Infestation risk of the intermediate snail host of schistosoma japonicum in the yangtze river basin: Improved results by spatial reassessment and a random forest approach","volume":"10","author":"Zheng","year":"2021","journal-title":"Infect Dis Poverty"},{"issue":"2","key":"10.1016\/j.idm.2024.06.001_bib48","doi-asserted-by":"crossref","first-page":"188","DOI":"10.4269\/ajtmh.2008.78.188","article-title":"Potential impact of climate change on schistosomiasis transmission in China","volume":"78","author":"Zhou","year":"2008","journal-title":"The American Journal of Tropical Medicine and Hygiene"}],"container-title":["Infectious Disease Modelling"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2468042724000836?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S2468042724000836?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2024,9,20]],"date-time":"2024-09-20T07:59:09Z","timestamp":1726819149000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S2468042724000836"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12]]},"references-count":46,"journal-issue":{"issue":"4","published-print":{"date-parts":[[2024,12]]}},"alternative-id":["S2468042724000836"],"URL":"https:\/\/doi.org\/10.1016\/j.idm.2024.06.001","relation":{},"ISSN":["2468-0427"],"issn-type":[{"value":"2468-0427","type":"print"}],"subject":[],"published":{"date-parts":[[2024,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Schistosomiasis transmission in Zimbabwe: Modelling based on machine learning","name":"articletitle","label":"Article Title"},{"value":"Infectious Disease Modelling","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.idm.2024.06.001","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2024 The Authors. Publishing services by Elsevier B.V. on behalf of KeAi Communications Co. Ltd.","name":"copyright","label":"Copyright"}]}}