Examining the joint effect of air pollution and green spaces on stress levels in South Korea: using machine learning techniques DOI Creative Commons
Khadija Ashraf, Yoo Min Park, Matthew H. E. M. Browning

и другие.

International Journal of Digital Earth, Год журнала: 2024, Номер 17(1)

Опубликована: Июль 4, 2024

This study investigates the joint effect of air pollution and different types green spaces (e.g. mixed forests) on stress levels in South Korea. Two periods were examined: before COVID-19 pandemic (2017–2019) during (2020–2022). We used 16 total parameters for our Random Forest model. Stress was dependent variable, 15 other variables independent parameters. Our focused PM10 (forest types). findings show that forests reduce stress, particularly when are low. In addition, is associated with increased levels, this relationship became stronger COVID-19. These indicate protecting improving quality may improve people's mental health. provides insights into how cities can be made healthier happier places to live, challenging such as a pandemic.

Язык: Английский

A Review of the Interactive Effects of Climate and Air Pollution on Human Health in China DOI

Meilin Yan,

Tiantian Li

Current Environmental Health Reports, Год журнала: 2024, Номер 11(2), С. 102 - 108

Опубликована: Фев. 13, 2024

Язык: Английский

Процитировано

7

Assessing the effects of air pollution and residential greenness on frailty in older adults: a prospective cohort study from China DOI
Xianwei Guo, Wenqi Su,

Xingyue Wang

и другие.

Environmental Science and Pollution Research, Год журнала: 2024, Номер 31(6), С. 9091 - 9105

Опубликована: Янв. 6, 2024

Язык: Английский

Процитировано

6

Ambient particulate matter and chronic obstructive pulmonary disease mortality: a nationwide, individual-level, case-crossover study in China DOI Creative Commons
Shuo Jiang,

Xunliang Tong,

Kexin Yu

и другие.

EBioMedicine, Год журнала: 2024, Номер 107, С. 105270 - 105270

Опубликована: Авг. 12, 2024

Short-term exposure to particulate matter air pollution has been associated with the exacerbations of COPD, but its association COPD mortality was not fully elucidated. We aimed assess between short-term and risk in China using individual-level data.

Язык: Английский

Процитировано

6

Heatwave characteristics complicate the association between PM2.5 components and schizophrenia hospitalizations in a changing climate: Leveraging of the individual residential environment DOI Creative Commons

Rubing Pan,

Jian Song,

Weizhuo Yi

и другие.

Ecotoxicology and Environmental Safety, Год журнала: 2024, Номер 271, С. 115973 - 115973

Опубликована: Янв. 13, 2024

In the era characterized by global environmental and climatic changes, understanding effects of PM

Язык: Английский

Процитировано

5

Exposure to Neighborhood Greenness and Hypertension Incidence in Adults: A Longitudinal Cohort Study in Taiwan DOI Creative Commons
Yi Zeng, Ka Chun Chong,

Ly-yun Chang

и другие.

Environmental Health Perspectives, Год журнала: 2024, Номер 132(3)

Опубликована: Март 1, 2024

There are few studies on the health effects of long-term exposure to neighborhood greenness in a longitudinal setting, especially Asian countries with high population densities.

Язык: Английский

Процитировано

5

Associations between heat waves and chronic kidney disease in China: The modifying role of land cover DOI Creative Commons
Wanzhou Wang, Fulin Wang, Chao Yang

и другие.

Environment International, Год журнала: 2024, Номер 186, С. 108657 - 108657

Опубликована: Апрель 1, 2024

The increasing frequency of heat waves under the global urbanization and climate change background poses elevating risks chronic kidney disease (CKD). Nevertheless, there has been no evidence on associations between long-term exposures to CKD as well modifying effects land cover patterns. Based a national representative population-based survey covering 47,086 adults high spatial resolution datasets temperature data, we found that annual days exposure were associated with increased odds prevalence. For one day/year increases in HW_975_4d (above 97.5 % maximum lasting for at least 4 consecutive days), ratio (OR) was 1.14 (95 %CI: 1.12, 1.15). Meanwhile, stronger observed regions lower urbanicity [rural: 1.16) vs urban: 1.07 1.03, 1.11), Pinteraction < 0.001], water body coverage [lower: higher: 1.02 0.98, 1.05), impervious area 1.16 1.14, 1.18) 1.06 1.10), = 0.008]. In addition, this study disparities bodies areas rural urban settings. regions, prevalence showed consistent decreasing trend both proportions (Pinteraction 0.05). significant effect modification by bodies, but not areas. Our indicates need targeted planning part adapting impacts waves, focus construction utilization regions.

Язык: Английский

Процитировано

5

Thermal Comfort and Restorative Benefits of Waterfront Green Spaces for College Students in Hot and Humid Regions DOI Open Access

Bixue Huang,

Yang Zhao,

Jiahao Yang

и другие.

Sustainability, Год журнала: 2024, Номер 16(20), С. 8924 - 8924

Опубликована: Окт. 15, 2024

Global climate change presents a serious threat to the sustainable development of human society, highlighting urgent need develop effective adaptation strategies mitigate impact climate-related disasters. Campus waterfront green spaces, integral blue-green infrastructure, have been demonstrated facilitate stress recovery. However, in hot and humid regions, severe outdoor thermal conditions may impair students’ mental physical health cognitive function, leading symptoms such as increased stress, anxiety, depression. This study examined influence environments on recovery by selecting three different spaces this climate: Space A (medium water body, sky view factor (SVF) = 0.228), B (large SVF 0.808), C (small 0.292). The volunteers’ comfort restorative benefits these were evaluated via perceived restorativeness scale (PRS), heart rate (HR), electrodermal activity (EDA). We found variations neutral physiological equivalent temperature (PET) across with values 28.1 °C (A), 28.9 (B), 29.1 (C). lowest skin conductance (RSC) at 0.8811 was observed B, suggesting suboptimal recovery, despite higher scores psychological (fascination) 15.23. level region showed negative correlation overall PRS score, “being away” dimension, (RHR). At lightly warm level, where PET from 31.0 35.7 °C, RSC peaked between 1.45 1.53 all spaces. These insights provide guidance for urban designers planners creating space designs that can improve microclimate promote health, achieving health.

Язык: Английский

Процитировано

5

Multiple Environmental Exposures and the Development of Hypertension in a Prospective US-Based Cohort of Female Nurses: A Mixture Analysis DOI
Jie Chen,

Jaime E. Hart,

Naomi D.L. Fisher

и другие.

Environmental Science & Technology, Год журнала: 2024, Номер 58(32), С. 14146 - 14157

Опубликована: Июль 31, 2024

We investigated the independent and joint associations between multiple environmental exposures incident hypertension in a US nationwide prospective cohort of women: Nurses' Health Study II. followed 107,532 nonhypertensive participants from 1989 to diagnosis hypertension, loss follow-up, death, or end follow-up June 2019. applied Cox proportional hazards models assess with time-varying residential exposure air pollution, noise, surrounding greenness, temperature, neighborhood socioeconomic status (nSES), adjusting for potential confounders coexposures. evaluated association simultaneous using quantile g-computation. observed 38,175 cases over 2,062,109 person-years. Increased incidence was consistently associated lower nSES higher levels fine particles (PM2.5) nighttime noise exposures: hazard ratio (HRs) 95% confidence intervals (CIs) 1.06 (1.04, 1.08), 1.04 (1.01, 1.07), 1.01 (1.00, 1.03), respectively, per interquartile range change. Joint HR one-quartile change mixture 1.05 (95% CI: 1.02, 1.09), assuming additivity, 1.13 1.06, 1.20), considering interactions within mixture. Hypertension prevention should focus on enhancing reducing PM2.5 levels, recognizing that overall may yield additional benefits.

Язык: Английский

Процитировано

4

Associations of green and blue spaces with visual acuity in youths from Shandong Province, China: A large population-based study DOI Creative Commons

Xiaoyun Ma,

Gaohui Zhang,

Xue Liu

и другие.

Ecotoxicology and Environmental Safety, Год журнала: 2025, Номер 292, С. 117947 - 117947

Опубликована: Фев. 26, 2025

Язык: Английский

Процитировано

0

Two-Year Hypertension Incidence Risk Prediction in Populations in the Desert Regions of Northwest China: Prospective Cohort Study DOI Creative Commons
Yinlin Cheng,

Kuiying Gu,

Weidong Ji

и другие.

Journal of Medical Internet Research, Год журнала: 2025, Номер 27, С. e68442 - e68442

Опубликована: Март 12, 2025

Background Hypertension is a major global health issue and significant modifiable risk factor for cardiovascular diseases, contributing to substantial socioeconomic burden due its high prevalence. In China, particularly among populations living near desert regions, hypertension even more prevalent unique environmental lifestyle conditions, exacerbating the disease in these areas, underscoring urgent need effective early detection intervention strategies. Objective This study aims develop, calibrate, prospectively validate 2-year prediction model by using large-scale examination data collected from residing 4 regions surrounding Taklamakan Desert of northwest China. Methods We retrospectively analyzed 1,038,170 adults (2019-2021) validated our findings separate cohort 961,519 (2021-2023). Data included demographics, factors, physical examinations, laboratory measurements. Feature selection was performed light gradient-boosting machine–based recursive feature elimination with cross-validation Least Absolute Shrinkage Selection Operator, yielding 24 key predictors. Multiple machine learning (logistic regression, random forest, extreme gradient boosting, machine) deep (Feature Tokenizer + Transformer, SAINT) models were trained Bayesian hyperparameter optimization. Results Over follow-up, 15.20% (157,766/1,038,170) participants retrospective 10.50% (101,077/961,519) prospective developed hypertension. Among developed, CatBoost demonstrated best performance, achieving area under curve (AUC) values 0.888 (95% CI 0.886-0.889) 0.803 0.801-0.804) cohort. Calibration via isotonic regression improved model’s probability estimates, Brier scores 0.090 0.089-0.091) 0.102 0.101-0.103) internal validation cohorts, respectively. Participants ranked positive predictive value calculated calibrated stratified into categories (low, medium, high, very high), group exhibiting 41.08% (5741/13,975) incidence over 2 years. Age, BMI, factors identified as predictors Conclusions Our effectively predicted hypertension, making it suitable preventive care management high-risk exhibited excellent performance has potential clinical application. A web-based application based on model, which further enhanced accessibility public use, aiding reducing through timely prevention

Язык: Английский

Процитировано

0