1. |
- Thanh Hoan, Nguyen, et al.
(author)
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Novel Time Series Bagging Based Hybrid Models for Predicting Historical Water Levels in the Mekong Delta Region, Vietnam
- 2022
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In: CMES - Computer Modeling in Engineering & Sciences. - : Tech Science Press. - 1526-1492 .- 1526-1506. ; 131:3, s. 1431-1449
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Journal article (peer-reviewed)abstract
- Water level predictions in the river, lake and delta play an important role in flood management. Every year Mekong River delta of Vietnam is experiencing flood due to heavy monsoon rains and high tides. Land subsidence may also aggravate flooding problems in this area. Therefore, accurate predictions of water levels in this region are very important to forewarn the people and authorities for taking timely adequate remedial measures to prevent losses of life and property. There are so many methods available to predict the water levels based on historical data but nowadays Machine Learning (ML) methods are considered the best tool for accurate prediction. In this study, we have used surface water level data of 18 water level measurement stations of the Mekong River delta from 2000 to 2018 to build novel time-series Bagging based hybrid ML models namely: Bagging (RF), Bagging (SOM) and Bagging (M5P) to predict historical water levels in the study area. Performances of the Bagging-based hybrid models were compared with Reduced Error Pruning Trees (REPT), which is a benchmark ML model. The data of 19 years period was divided into 70:30 ratio for the modeling. The data of the period 1/2000 to 5/2013 (which is about 70% of total data) was used for the training and for the period 5/2013 to 12/2018 (which is about 30% of total data) was used for testing (validating) the models. Performance of the models was evaluated using standard statistical measures: Coefficient of Determination (R2), Root Mean Square Error (RMSE) and Mean Absolute Error (MAE). Results show that the performance of all the developed models is good (R2 > 0.9) for the prediction of water levels in the study area. However, the Bagging-based hybrid models are slightly better than another model such as REPT. Thus, these Bagging-based hybrid time series models can be used for predicting water levels at Mekong data.
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2. |
- Pham-Thanh, Long, et al.
(author)
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Dogs as Sentinels for Flavivirus Exposure in Urban, Peri-Urban and Rural Hanoi, Vietnam
- 2021
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In: Viruses. - : MDPI. - 1999-4915. ; 13:3
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Journal article (peer-reviewed)abstract
- Diseases caused by flaviviruses, including dengue fever and Japanese encephalitis, are major health problems in Vietnam. This cross-sectional study explored the feasibility of domestic dogs as sentinels to better understand risks of mosquito-borne diseases in Hanoi city. A total of 475 dogs serum samples from 221 households in six districts of Hanoi were analyzed by a competitive enzyme-linked immunosorbent assay (cELISA) for antibodies to the pr-E protein of West Nile virus and other flaviviruses due to cross-reactivity. The overall flavivirus seroprevalence in the dog population was 70.7% (95% CI = 66.4-74.8%). At the animal level, significant associations between seropositive dogs and district location, age, breed and keeping practice were determined. At the household level, the major risk factors were rural and peri-urban locations, presence of pigs, coil burning and households without mosquito-borne disease experience (p < 0.05). Mosquito control by using larvicides or electric traps could lower seropositivity, but other measures did not contribute to significant risk mitigation of flavivirus exposure in dogs. These results will support better control of mosquito-borne diseases in Hanoi, and they indicate that dogs can be used as sentinels for flavivirus exposure.
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3. |
- Dao, Trong Tuan, et al.
(author)
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Resveratrol suppressed lps-induced cox-2 VIA miR-146a-5p inhibition in raw246.7 cells
- 2017
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In: Farmacia. - 0014-8237. ; 65:2, s. 214-218
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Journal article (peer-reviewed)abstract
- Trans-resveratrol (Res) is a well-known natural stilbene frequently found in grapes which have been reported to possess antioxidant, anti-cancer activities and inhibited COX-2 expression. MicroRNAs (miRNAs) are short endogenous non-coding RNAs involved in the regulation of mRNA stability and protein synthesis. In our research, resveratrol isolated from Vitis heyneana Roem. & Schult Vitis heyneana was observed to suppress lipopolysaccharides (LPS)-induced COX-2 expression in Raw264.7 cells in a dose dependent manner. Using qPCR it was revealed that LPS induced the expression of miR-25, miR- 125a, miR-125b, miR-146a-5p, miR-146a-3p and miR-455. However, we only observed miR-146a-5p expression significantly decreased in resveratrol compared to untreated-control group. In addition, resveratrol abrogated the effect of miR-146a-5p mimic induced-COX-2 expression in Raw264.7 cells. Taken together, this study demonstrated for the first time the involvement of miR-146a-5p in resveratrol inhibited LPS-induced COX-2 expression in Raw264.7 cells.
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4. |
- Le, Vui Thi, et al.
(author)
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Sex Ratio at Birth in Vietnam : Results From Data in CHILILAB HDSS, 2004 to 2013
- 2017
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In: Asia-Pacific journal of public health. - : SAGE PUBLICATIONS INC. - 1010-5395 .- 1941-2479. ; 29:5 Suppl., s. 25S-34S
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Journal article (peer-reviewed)abstract
- This study aimed to explore the association of demographic and socioeconomic characteristics and imbalanced sex ratio at birth (SRB) in Chi Linh district, Hai Duong. The data were collected from a longitudinal study using a community-based periodic, referred as Chi Linh Health and Demographic Surveillance System (CHILILAB HDSS) during 2004 to 2013. A total of 7568 children were analyzed. Results showed that SRB in Chi Linh dramatically increased to the imbalanced sex ratio (114.6 boys to 100 girls) by 2013. SRB was associated with birth order and sex of preceding siblings. SRB was extremely high among families without any sons (136/100). SRB was highest among families having third or more children (175/100). Imbalanced SRB was more likely to occur among women working in small business/homemakers and others, women who attained high education level, and women in wealthy households. We suggested further efforts to tackle imbalanced SRB in periurban areas in Vietnam.
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5. |
- Kien, Vu Duy, et al.
(author)
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Inequalities in Household Catastrophic Health Expenditure and Impoverishment Associated With Noncommunicable Diseases in Chi Linh, Hai Duong, Vietnam
- 2017
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In: Asia-Pacific journal of public health. - : SAGE Publications. - 1010-5395 .- 1941-2479. ; 29, s. 35S-44S
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Journal article (peer-reviewed)abstract
- A costly modern-day double burden, the expenses of noncommunicable diseases (NCDs) are becoming a devastating epidemic. The World Health Organization estimates $7 trillion in economic losses from NCDs in 2011-2025. Although regarded as affluent diseases, the burden of NCDs is shifting into poorer groups. In this study, we assessed the socioeconomic inequalities in catastrophic health expenditure and impoverishment associated with NCDs in Northern Vietnam. We also identified associated factors for catastrophic health expenditure and impoverishment. Households self-reporting NCD diagnoses had the highest association with both catastrophic health expenditure and impoverishment, followed by those in urban areas. Such households were likely poorer according to our calculations estimating socioeconomic inequalities. Households with at least 1 member older than 60 years were also more likely to suffer catastrophic health expenditures. These findings suggest that targeted policy to prevent or subsidize care for NCDs could prevent catastrophic health expenditure and impoverishment among those already most disadvantaged.
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6. |
- Nguyen Bao, Ngoc, et al.
(author)
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Exploring the mental health challenges of women diagnosed with breast cancer in Vietnam : a qualitative study
- 2023
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In: Social Work in Public Health. - : Routledge. - 1937-1918 .- 1937-190X. ; 38:5-8, s. 416-427
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Journal article (peer-reviewed)abstract
- Breast cancer is the most frequently diagnosed cancer among Vietnamese women. This qualitative study describes and discusses the mental health challenges of women with breast cancer in Vietnam. Two-rounds of semi-structured in-depth interviews were conducted among thirteen women with breast cancer and four caregivers from northern and southern Vietnam. Participants were recruited using purposive sampling technique. Data was collaboratively analyzed by qualitative content analysis using the Open Code Software version 4.02 and discussed among a team of local and international researchers. Women in the study experienced significant mental health challenges associated with their breast cancer diagnosis. Both psychological and emotional health were adversely affected. Women with breast cancer had profound concerns about how the diagnosis impacted their families. They experienced challenges in spousal relationships as well as facing social stigma and discrimination. Appropriate public health interventions should be implemented to raise society’s awareness and help improve the mental health of women with breast cancer.
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