1. Identity statement | |
Reference Type | Journal Article |
Site | mtc-m21d.sid.inpe.br |
Holder Code | isadg {BR SPINPE} ibi 8JMKD3MGPCW/3DT298S |
Identifier | 8JMKD3MGP3W34T/44SP2NP |
Repository | sid.inpe.br/mtc-m21d/2021/06.17.15.08 (restricted access) |
Last Update | 2021:06.17.15.08.05 (UTC) simone |
Metadata Repository | sid.inpe.br/mtc-m21d/2021/06.17.15.08.05 |
Metadata Last Update | 2022:04.03.22.27.22 (UTC) administrator |
DOI | 10.1029/2020GH000327 |
ISSN | 2471-1403 |
Citation Key | LealGuimKamp:2021:AsEnSo |
Title | Associations Between Environmental and Sociodemographic Data and Hepatitis-A Transmission in Pará State (Brazil) |
Year | 2021 |
Month | May |
Access Date | 2024, May 19 |
Type of Work | journal article |
Secondary Type | PRE PI |
Number of Files | 1 |
Size | 1710 KiB |
|
2. Context | |
Author | 1 Leal, Philipe Riskalla 2 Guimarães, Ricardo José de Paula Souza e 3 Kampel, Milton |
Resume Identifier | 1 2 3 8JMKD3MGP5W/3C9JHTG |
ORCID | 1 0000-0001-8438-7561 2 0000-0002-5767-4765 3 0000-0002-0011-2083 |
Group | 1 DIOTG-CGCT-INPE-MCTI-GOV-BR 2 3 DIOTG-CGCT-INPE-MCTI-GOV-BR |
Affiliation | 1 Instituto Nacional de Pesquisas Espaciais (INPE) 2 Instituto Evandro Chagas 3 Instituto Nacional de Pesquisas Espaciais (INPE) |
Author e-Mail Address | 1 leal.philipe@gmail.com 2 3 milton.kampel@inpe.br |
Journal | GeoHealth |
Volume | 5 |
Number | 5 |
Pages | e2020GH00327 |
History (UTC) | 2021-06-17 15:09:06 :: simone -> administrator :: 2021 2022-04-03 22:27:22 :: administrator -> simone :: 2021 |
|
3. Content and structure | |
Is the master or a copy? | is the master |
Content Stage | completed |
Transferable | 1 |
Content Type | External Contribution |
Version Type | publisher |
Keywords | geoprocessing hepatitis-A transmission modelling remote sensing time-space epidemiology analyses |
Abstract | Hepatitis-A is a waterborne infectious disease transmitted by the eponymous hepatitis-A virus (HAV). Due to the disease's sociodemographic and environmental characteristics, this study applied public census and remote sensing data to assess risk factors for hepatitis-A transmission. Municipality-level data were obtained for the state of Pará, Brazil. Generalized linear and nonlinear models were evaluated as alternative predictors for hepatitis-A transmission in Pará. The Histogram Gradient Boost (HGB) regression model was deemed the best choice ((Formula presented.) = 2.36, and higher (Formula presented.) = 0.95) among the tested models. Partial dependence analysis and permutation feature importance analysis were used to investigate the partial dependence and the relative importance values of the independent variables in the disease transmission prediction model. Results indicated a complex relationship between the disease transmission and the sociodemographic and environmental characteristics of the study area. Population size, lack of sanitation, urban clustering, year of notification, insufficient public vaccination programs, household proximity to open-air dumpsites and storm-drains, and lack of access to healthcare facilities and hospitals were sociodemographic parameters related to HAV transmission. Turbidity and precipitation were the environmental parameters closest related to disease transmission. Based on HGB model, a hepatitis-A risk map was built for Pará state. The obtained risk map can be thought of as an auxiliary tool for public health strategies. This study reinforces the need to incorporate remote sensing data in epidemiological modelling and surveillance plans for the development of early prevention strategies for hepatitis-A. |
Area | SRE |
Arrangement | urlib.net > BDMCI > Fonds > Produção a partir de 2021 > CGCT > Associations Between Environmental... |
doc Directory Content | access |
source Directory Content | there are no files |
agreement Directory Content | |
|
4. Conditions of access and use | |
Language | en |
Target File | leal_associations.pdf |
User Group | simone |
Reader Group | administrator simone |
Visibility | shown |
Read Permission | deny from all and allow from 150.163 |
Update Permission | not transferred |
|
5. Allied materials | |
Next Higher Units | 8JMKD3MGPCW/46KUATE |
Citing Item List | sid.inpe.br/bibdigital/2022/04.03.22.23 2 sid.inpe.br/mtc-m21/2012/07.13.14.56.38 1 |
Dissemination | WEBSCI; PORTALCAPES; SCOPUS. |
Host Collection | urlib.net/www/2021/06.04.03.40 |
|
6. Notes | |
Empty Fields | alternatejournal archivingpolicy archivist callnumber copyholder copyright creatorhistory descriptionlevel e-mailaddress format isbn label lineage mark mirrorrepository nextedition notes parameterlist parentrepositories previousedition previouslowerunit progress project rightsholder schedulinginformation secondarydate secondarykey secondarymark session shorttitle sponsor subject tertiarymark tertiarytype url |
|
7. Description control | |
e-Mail (login) | simone |
update | |
|