Neighborhood environment

  • 文章类型: Journal Article
    背景:先前的研究表明,城市邻里环境因素显著影响城市老年人的健康结果。然而,大多数探讨这些因素对健康影响的横断面研究未能量化每个因素的相对重要性.
    方法:我们使用XGBoost机器学习技术和SHAPley加法解释(SHAP)对城市邻里环境因素在塑造城市老年人心理健康方面的重要性进行排名。为了解决住房选择中的自我选择偏见,我们区分住在私人住房的老年人和住在公共场所的老年人,因为住在私人住房的居民有更多的自由来选择住在哪里。
    结果:结果表明,城市社区的自然和建筑环境因素都是心理健康得分的重要预测因子。五个自然环境因素(蓝色空间,感知到的绿化数量,NDVI,街景绿色,审美质量)和三个建筑环境因素(体育活动设施质量,体育活动设施数量,邻里障碍)对两组的心理健康得分具有相当大的预测能力。其中,蓝色空间,在控制了自我选择偏差后,感知的绿化量和街景绿化量变得不那么重要了,可能是因为数量和质量的不平等分配,以及邻里混乱的表现,公共住房的审美质量和体育活动设施质量更为敏感。
    结论:这些结果突出了邻里环境暴露对心理健康结果的细微差别影响,取决于住房偏好。本研究结果可为城市规划决策者提供支持,景观设计和环境管理,以改善城市老年人的心理健康状况。
    BACKGROUND: Previous studies have shown that urban neighborhood environmental factors significantly influence the health outcomes of urban older adults. However, most cross-sectional studies exploring the health effects of these factors have failed to quantify the relative importance of each factor.
    METHODS: We use XGBoost machine learning techniques and SHAPley Additive Interpretation (SHAP) to rank the importance of urban neighborhood environmental factors in shaping the mental health of urban older adults. To address self-selection bias in housing choice, we distinguish older adults living in private housing from those living in public as residents in private housing have more freedom to choose where to live.
    RESULTS: The results show that both natural and built environmental factors in urban neighborhoods are important predictors of mental well-being scores. Five natural environmental factors (blue space, perceived greenery quantity, NDVI, street view greenness, aesthetic quality) and three built environmental factors (physical activity facilities quality, physical activity facilities quantity, neighborhood disorder) had considerable predictive power for mental well-being scores in two groups. Among them, blue space, perceived greenery quantity and street view greenness quantity became less important after controlling for self-selection bias, possibly because of the unequal distribution of quantity and quality, and the performance of neighborhood disorder, aesthetic quality and physical activity facilities quality was more sensitive in public housing.
    CONCLUSIONS: These results highlight the nuanced and differential effects of neighborhood environmental exposures on mental well-being outcomes, depending on housing preferences. The results of this study can provide support for decision makers in urban planning, landscape design and environmental management in order to improve the mental well-being status of urban older adults.
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  • 文章类型: Journal Article
    目的:有记忆问题的人渴望或被迫变老的人数一直在快速增长。新冠肺炎给那些有记忆问题的人保持活跃和年龄的能力带来了巨大的挑战。这项研究调查了邻里环境在帮助有记忆问题的社区居民在COVID-19大流行期间保持身体活动中的作用。
    方法:我们使用了来自75名护理人员的回顾性在线调查数据,这些护理人员代表他们的护理接受者对生活在德克萨斯州社区的记忆问题做出了回应。我们使用基于零膨胀负二项回归模型的差异(DID)估计来检查COVID-19大流行之前和期间娱乐性步行和中度至剧烈运动的变化,以及这些变化是否因步行社区目的地的多样性而有所不同。
    结果:在总样本中,两种休闲步行均显着减少(Δ变化=-45.16分钟/周,p<0.001)和运动(Δ变化=-36.28分钟/周,p=0.03)在COVID-19爆发后。大流行对锻炼的影响因邻里目的地的多样性而异(DID=0.81,p=0.03)。与居住在目的地有限的地区的人相比,居住在具有不同步行目的地的社区的人的身体活动下降较少。
    结论:这些发现表明,COVID-19大流行对记忆障碍人群体力活动的影响可能部分由社区土地利用特征来解释。目的地丰富,即使在美国和其他地方的COVID-19等大流行期间,混合使用的社区环境也可以帮助有记忆问题的人保持活跃。
    OBJECTIVE: The number of people with memory problems who desire or are forced to age in place has been growing rapidly. COVID-19 has brought significant challenges to the ability of those with memory problems to stay active and age in place. This study investigated the roles of neighborhood environments in helping community-dwelling people with memory problems maintain physical activity during the COVID-19 pandemic.
    METHODS: We used retrospective online survey data from 75 caregivers who responded on behalf of their care recipients with memory problems living in Texas communities. We used difference-in-difference (DID) estimations based on zero-inflated negative binomial regression models to examine the changes in recreational walking and moderate-to-strenuous exercise before and during the COVID-19 pandemic and whether such changes vary by diversity of walkable neighborhood destinations.
    RESULTS: In the total sample, there was a significant reduction in both recreational walking (Δ change=-45.16 min/week, p<0.001) and exercise (Δ change=-36.28 min/week, p=0.03) after the COVID-19 outbreak. The pandemic\'s impact on exercise varied by diversity of neighborhood destinations (DID=0.81, p=0.03). Those living in neighborhoods with diverse walkable destinations experienced less decline in physical activity compared to those living in areas with limited destinations.
    CONCLUSIONS: These findings suggest that the impact of the COVID-19 pandemic on physical activity among people with memory problems may be partially explained by neighborhood land use characteristics. Destination-rich, mixed-use neighborhood environments can help people with memory problems stay active even during pandemics such as COVID-19 in the U.S. and potentially elsewhere.
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  • 文章类型: Journal Article
    这项研究探索了体育活动的动机概况,使用自决理论的动机规则的完整连续体,并检查它们在三个月内的稳定性。此外,它调查物理环境和社区特征是否与配置文件之间的转换相关,以及这些动机转变途径中的社会人口统计学差异。数据来自三个时间点的305名美国居民。三个配置文件-“动机低”(第一波中样本的23.5%),“自主动机”(41.4%),和“矛盾动机”(35.0%)相对稳定。保持低动机状态与在社交环境中活跃呈负相关,社区支持,感知到的环境恢复性,和身体活动机会的可用性。有较高的教育和收入,作为男性,employed,已婚或合伙,在研究的最后一波中,确定为怀特与动机阳性有关。这些概况报告了更高的活动和生活满意度。
    The study explores motivational profiles for physical activity, using self-determination theory\'s full continuum of motivational regulations, and examines their stability over three months. Furthermore, it investigates whether physical environment and community characteristics are associated with transitioning between profiles, as well as the sociodemographic differences in these motivational transition pathways. Data were collected from 305 U.S. residents at three time points. The three profiles-\'low in motivation\' (23.5 % of the sample in wave 1), \'self-determined motivation\' (41.4 %), and \'ambivalent motivation\' (35.0 %)-were relatively stable. Staying in the low-in-motivation profile was negatively associated with being active in social settings, community support, perceived environmental restorativeness, and availability of physical activity opportunities. Having a higher education and income, being male, employed, married or in a partnership, and identifying as White were associated with being in a motivationally positive profile in the last wave of the study. These profiles reported higher activity and life satisfaction.
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  • 文章类型: Journal Article
    健康与邻里土地利用模式之间存在着公认的联系,包括公园,道路,和其他物理环境,也称为建筑环境。以前的研究表明,建筑环境影响健康,特别是在老年人群中,因为这些人群的活动范围是有限的。在这里,我们调查了特定邻里环境与老年人健康预期寿命之间的关联.
    来自日本老年学评估研究的两个时间点(2013年和2019年)的数据用于本研究。该研究包括8,956名65岁以上未获得长期护理认证的居民的样本。使用问卷调查收集了有关八种邻里环境存在与否的信息。进行了多状态生命表分析,以确定感知的邻里环境与健康预期寿命之间的关联。
    在“适合运动和步行的公园和人行道”类别中观察到显着差异。认为“适合运动和步行的公园和人行道”的组的健康预期寿命比没有意识到此类公园和人行道的组长约1.2年。此外,住在公园步行距离内的人比没有的人更活跃。
    安全,拥有优秀公园的步行社区可能会鼓励老年人进行体育锻炼,并延长他们的健康寿命。未来的研究有必要确定潜在的机制。
    UNASSIGNED: A well-established association exists between health and neighborhood land use patterns, including parks, roads, and other physical environments, also called the built environment. Previous studies have demonstrated that the built environment influences health, particularly among older populations, because the scope of activities in such populations is limited. Herein, we investigated the association between specific neighborhood environments and the healthy life expectancy of older individuals.
    UNASSIGNED: Data at two time points (2013 and 2019) from the Japan Gerontological Evaluation Study were used in this study. The study comprised a sample of 8,956 residents aged ≥65 years who were not certified for long-term care. Information on the presence or absence of eight types of neighborhood environments was collected using a questionnaire. A multistate life table analysis was conducted to determine the association between perceived neighborhood environments and healthy life expectancy.
    UNASSIGNED: Significant differences were observed in the \"parks and sidewalks suitable for exercise and walking\" category. The group that perceived \"parks and sidewalks suitable for exercise and walking\" had an approximately 1.2-year longer healthy life expectancy than the group that did not perceive such parks and sidewalks. In addition, individuals who lived within walking distance of a park were more physically active than those who did not.
    UNASSIGNED: Safe, walkable neighborhoods with excellent parks may encourage physical activity among older adults and extend their healthy lifespan. Future research is warranted to identify the underlying mechanisms.
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  • 文章类型: Journal Article
    目标:邻里步行能力是指建筑和社会环境支持步行的程度。步行能力影响老年人参与户外体育活动。需要确定影响物理治疗师(PT)关于处方户外步行的决定的因素,特别是对于那些正在老化的人。这项研究的目的是描述邻里步行性知识,感知,与社区居住的老年人一起工作的PT的评估实践。
    方法:通过电子邮件向全国5,000个PT发送了一项横断面调查。这项40项调查评估了步行处方,步行性感知和评估,并收集了人口统计数据。使用卡方分析比较分类变量。
    结果:使用在门诊老年物理治疗机构工作的总共122名PT,对于PT是否应该评估步行性和是否实际评估步行性的看法之间存在显著差异(χ2=78.7,p<.001).处方户外步行的决定受到人行道的可用性(n=79,64.8%)和维护(n=11,9.0%)的影响,犯罪(n=9,7.4%),地形(n=7,5.7%),和美学(n=6,4.9%)。受访者未使用客观的步行性措施。
    结论:在考虑步行性评估时,PT优先考虑建筑环境而不是社会环境。尽管大多数人认为评估步行能力是PT的责任,大多数不。意义/含义:对步行能力的评估可能使PT能够识别障碍,并就老年人的户外步行提出更明智的建议。处方户外行走时,PT可采取客观措施。
    OBJECTIVE: Neighborhood walkability is the extent to which built and social environments support walking. Walkability influences older adults\' participation in outdoor physical activity. Identifying factors that influence physical therapists\' (PTs) decisions about prescribing outdoor walking is needed, especially for those who are aging in place. The purpose of this study is to describe the neighborhood walkability knowledge, perceptions, and assessment practices of PTs who work with community-dwelling older adults.
    METHODS: A cross-sectional survey was sent via email to 5,000 PTs nationwide. The 40-item survey assessed walking prescriptions, walkability perceptions and assessments, and gathered demographic data. Categorical variables were compared using Chi-square analyses.
    RESULTS: Using a total of 122 PTs who worked in outpatient geriatric physical therapy settings, a significant difference was found between perceptions of whether PTs should assess walkability and whether they actually assess walkability (χ2 = 78.7, p < .001). Decisions to prescribe outdoor walking were influenced by the availability (n = 79, 64.8%) and maintenance (n = 11, 9.0%) of sidewalks, crime (n = 9, 7.4%), terrain (n = 7, 5.7%), and aesthetics (n = 6, 4.9%). Objective walkability measures were not used by the respondents.
    CONCLUSIONS: When considering the assessment of walkability, PTs prioritize the built environment over the social environment. Although most believe it is the responsibility of the PT to assess walkability, most do not. Significance/Implications: Assessment of walkability may allow PTs to identify barriers and make more informed recommendations concerning outdoor walking for older adults. Objective measures are available for PTs when prescribing outdoor walking.
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  • 文章类型: Journal Article
    目的:这项研究评估了父母的出生和感知环境如何与美国儿童和青少年的身体活动和屏幕时间相关。
    方法:数据来源于2020-21年美国全国儿童健康调查。我们进行了多变量Poisson回归,以评估父母出生和感知邻居环境变量对父母满足国家体育锻炼和筛查时间指南的年轻人的报告的横截面关联。我们测试了父母出生和邻里环境变量在这两个结果上的相互作用。使用STATAv17进行分析,p<0.05表明有统计学意义。
    结果:24,928名儿童和30,951名青少年的样本年龄为11.6岁,平均而言,大约39%的人在联邦贫困水平的200%以下。大约三分之一的样本(27.5%)有外国出生的父母。在调整后的模型中,我们发现,与父母在美国出生的年轻人相比,父母为外国出生的人群符合体力活动指南的患病率较低.父母报告居住在安全社区的青年比父母报告不安全社区的青年更符合体育活动指南的患病率更高(儿童:PR=1.20,95CI1.14,1.27;青少年:PR=1.23,95CI1.14,1.32)和筛查时间(儿童:PR=1.19,95CI1.13,1.26;青少年:PR=1.16,95CI1.06,1.28)。我们发现,被认为具有支持性或具有许多便利设施的社区之间存在类似的关联,并满足体育锻炼和屏幕时间指南。
    结论:父母是外国出生的青少年有较低的足够活动的患病率,感知到的父母邻里安全和支持可能对青少年身体活动和屏幕时间产生重大影响。
    OBJECTIVE: This study assessed how parental nativity and perceived environment are associated with physical activity and screen time of U.S. children and adolescents.
    METHODS: Data originated from the 2020-21 U.S. National Survey of Children\'s Health. We conducted multivariable Poisson regression to assess the cross-sectional association of parental nativity and perceived neighborhood environment variables on parental reports of youth meeting national physical activity and screen time guidelines. We tested interactions of parental nativity and neighborhood environment variables on both outcomes. Analyses were conducted using STATA v17 and p < 0.05 indicated statistical significance.
    RESULTS: The sample of 24,928 children and 30,951 adolescents was 11.6 years of age, on average, with approximately 39% under 200% of the federal poverty level. About one-third of the sample (27.5%) had foreign-born parents. In adjusted models, we found that compared to youth with U.S.-born parents, those with foreign-born parents had a lower prevalence of meeting physical activity guidelines. Youth whose parents reported living in safe neighborhoods had a higher prevalence of meeting guidelines for physical activity (children: PR = 1.20, 95%CI 1.14, 1.27; adolescents: PR = 1.23, 95%CI 1.14, 1.32) and screen time (children: PR = 1.19, 95%CI 1.13, 1.26; adolescents: PR = 1.16, 95%CI 1.06, 1.28) than youth whose parents reported unsafe neighborhoods. We found similar associations between neighborhoods considered supportive or with many amenities and meeting physical activity and screen time guidelines.
    CONCLUSIONS: Youth whose parents are foreign-born have a lower prevalence of sufficient activity, and perceived parental neighborhood safety and support may be significant influences on youth physical activity and screen time.
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  • 文章类型: Journal Article
    日本的人口一直在稳步老龄化,它在2021年的年度长期护理(LTC)成本上花费了11万亿日元(1100亿美元)。在这种情况下,了解影响LTC成本的因素变得越来越重要。尽管研究报告了邻里环境与健康结果之间的积极关系,LTC成本与邻里环境之间的联系尚不清楚。为了解决文献中的这一差距,这项队列研究,从2010年到2019年,在日本七个城市进行,涉及34982名老年人,研究了八个邻域环境要素与LTC的平均月累积成本(MMCC)之间的关系。结果显示,报告附近有新鲜食品店和附近夜间独自行走危险场所的老年人MMCC较低,按每月1,367.6日元和1,383.3日元计算,分别,比没有报告这些邻里元素存在的受访者还要多。同时,社区设施便利的老年人的MMCC较高,为739.4日元。这项研究的主要发现揭示了邻里环境要素与LTC成本之间的显着关系,可用于支持城市设计的发展,以支持健康的老龄化和降低LTC成本。
    Japan\'s population has been aging steadily, evidenced by it spending JPY 11 trillion (USD 110 billion) on annual long-term care (LTC) costs in 2021. In this context, understanding the factors influencing LTC costs has become increasingly vital. Although studies have reported positive relationships between neighborhood environment and health outcomes, the connection between LTC costs and neighborhood environment remains unclear. To address this gap in the literature, this cohort study, conducted from 2010 to 2019 across seven Japanese municipalities and involving 34,982 older people, examined the relationship between eight neighborhood environment elements and the mean monthly cumulate costs (MMCC) of LTC. The results showed that older people who reported the presence of fresh food stores nearby and dangerous places for walking alone at night in the neighborhood had lower MMCC, by JPY 1,367.6 and 1,383.3 per month, respectively, than respondents who did not report the presence of these neighborhood elements. Meanwhile, older people whose neighborhoods had easily accessible facilities had higher MMCC of JPY 739.4. This study\'s key findings reveal significant relationships between neighborhood environment elements and LTC costs and can be used to support developments in urban design to support healthy aging and reduced LTC costs.
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  • 文章类型: Journal Article
    大约3200万美国人患有2型糖尿病,而且这个数字还在继续增长。在某些亚组中观察到较高的患病率,包括边缘化种族/族裔群体的成员以及无序社区的居民(即,那些有更多垃圾和故意破坏的人)。与非西班牙裔白人相比,制度化的歧视性做法导致边缘化种族/族裔群体在无序社区中的代表性不成比例。这些邻里差异可能部分导致健康差异,鉴于邻里混乱的迹象通常与社区的普遍撤离有关,尽量减少身体和社会参与的机会。然而,研究表明,在报告邻里障碍的比率以及将邻里障碍解释为对健康和福祉构成威胁的程度上,种族/族裔群体存在差异。
    使用2016-2018年健康与退休研究数据(n=10419,平均年龄=67岁),美国老年人的代表性样本,这项研究调查了感知邻里障碍与2型糖尿病风险之间存在种族/民族差异的可能性.参与者报告了他们对邻里障碍和2型糖尿病状态的看法。加权逻辑回归模型通过感知邻里障碍预测2型糖尿病风险,种族/民族,和他们的互动。
    非西班牙裔黑人和西班牙裔有更高的2型糖尿病风险;与非西班牙裔白人相比,这两个群体在他们的社区也报告了更多的疾病。感知更多的邻里障碍与2型糖尿病风险增加有关,但种族/民族与疾病之间的相互作用并不显著.
    当前研究的结果表明,感知邻里障碍的负面影响,邻里层面的压力源,扩大到增加2型糖尿病的风险。
    Approximately 32 million Americans have type 2 diabetes, and that number continues to grow. Higher prevalence rates are observed among certain subgroups, including members of marginalized racial/ethnic groups as well as residents of disordered neighborhoods (i.e., those with more trash and vandalism). Institutionalized discriminatory practices have resulted in disproportionate representation of marginalized racial/ethnic groups in disordered neighborhoods compared to non-Hispanic Whites. These neighborhood disparities may partially contribute to health disparities, given that signs of neighborhood disorder often relate to a general withdrawal from the neighborhood, minimizing opportunities for both physical and social engagement. Yet, research suggests variability across racial/ethnic groups both in reporting rates of neighborhood disorder and in the extent to which neighborhood disorder is interpreted as posing a threat to health and well-being.
    Using 2016-2018 Health and Retirement Study data (n = 10,419, mean age = 67 years), a representative sample of older US adults, this study examined the possibility of racial/ethnic differences in associations between perceived neighborhood disorder and type 2 diabetes risk. Participants reported their perceptions of neighborhood disorder and type 2 diabetes status. Weighted logistic regression models predicted type 2 diabetes risk by perceived neighborhood disorder, race/ethnicity, and their interaction.
    Non-Hispanic Blacks and Hispanics had higher type 2 diabetes risk; these two groups also reported more disorder in their neighborhoods compared to non-Hispanic Whites. Perceiving more neighborhood disorder was associated with increased type 2 diabetes risk, but the interaction between race/ethnicity and disorder was not significant.
    Findings from the current study suggest that the negative effects of perceiving neighborhood disorder, a neighborhood-level stressor, extend to increased type 2 diabetes risk.
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  • 文章类型: Journal Article
    目的:老年残疾患者从事健康行为以维持心脏代谢健康的能力可能受到限制。我们调查了健康促进特征在美国老年人身体残疾的心脏代谢疾病中的作用。
    方法:回顾性队列研究。
    方法:Optum的Clinformatics®DataMart行政健康索赔数据库(2007-2018)。
    方法:ICD-9-CM代码用于识别15.467名诊断为脑瘫的个体,脊柱裂,多发性硬化症,或脊髓损伤。
    方法:在3年的随访中,使用ICD-9-CM/ICD-10-CM编码鉴定出心脏代谢疾病。邻里环境的度量来自国家邻里数据档案馆,并随着时间的推移与个人住宅邮政编码相关联。协变量包括年龄,性别,和合并症的健康状况。
    方法:Cox回归模型估计心血管代谢疾病的风险比(HR)。使用1年的回顾期,既往有心脏代谢疾病的个体被排除在分析之外.
    结果:单个风险因素净值,居住在宽带互联网连接密度更大的社区(HR=.88,95%CI:.81,.97),公共交通站点(HR=.89,95%CI:.83,.95),康乐场所(HR=.89,95%CI:.83,.96),和公园(HR=.88,95%CI:.82,.94),与降低3年心血管疾病的风险相关.
    结论:研究发现了促进健康的资源,这些资源可能会减轻残疾老年人的健康差异。
    People aging with disability may be limited in their ability to engage in healthy behaviors to maintain cardiometabolic health. We investigated the role of health promoting features in the neighborhood environment for incident cardiometabolic disease in adults aging with physical disability in the United States.
    Retrospective cohort study.
    Optum\'s Clinformatics® Data Mart Database (2007-2018) of administrative health claims.
    ICD-9-CM codes were used to identify 15 467 individuals with a diagnosis of Cerebral Palsy, Spina Bifida, Multiple Sclerosis, or Spinal Cord Injury.
    Cardiometabolic disease was identified using ICD-9-CM/ICD-10-CM codes over 3 years of follow-up. Measures of the neighborhood environment came from the National Neighborhood Data Archive and linked to individual residential ZIP codes over time. Covariates included age, sex, and comorbid health conditions.
    Cox regression models estimated hazard ratios (HR) for incident cardiometabolic disease. Using a 1-year lookback period, individuals with pre-existing cardiometabolic disease were excluded from the analysis.
    Net of individual risk factors, residing in neighborhoods with a greater density of broadband Internet connections (HR = .88, 95% CI: .81, .97), public transit stops (HR = .89, 95% CI: .83, .95), recreational establishments (HR = .89, 95% CI: .83, .96), and parks (HR = .88, 95% CI: .82, .94), was associated with reduced risk of 3-year incident cardiometabolic disease.
    Findings identify health-promoting resources that may mitigate health disparities in adults aging with disability.
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  • 文章类型: Journal Article
    目的:研究社区居住的70岁及以上老年人的社区环境与体重指数(BMI)的关联是否由与运输相关的体力活动(TRPA)介导。
    方法:采用Bootstrap方法对重庆多源数据的中介模型进行测试,中国。
    结果:邻里可步行性(效应:0.030,95%CI[0.001-0.160])和购物设施可及性(效应:0.002,95%CI[0.001-0.101])通过减少TRPA持续时间间接表现出对BMI的积极影响。通过增加TRPA持续时间,可以观察到体育设施可达性(效应:-0.004,95%CI[-0.112--0.003])和过境可达性(效应:-0.044,95%CI[-0.074-0.002])对BMI的负面间接影响。公园可达性与BMI呈直接(效应:-0.242,p<0.05)和间接(效应:-0.036,95%CI[-0.061--0.005])负相关。
    结论:我们的研究结果促进了发展中国家老年人肥胖的邻里环境干预。
    To examine whether the associations of neighborhood environment and body mass index (BMI) of community-dwelling older adults aged 70 and above were mediated by transport-related physical activity (TRPA).
    A bootstrap method was employed to test the mediation model with multisource data from Chongqing, China.
    Neighborhood walkability (effect: 0.030, 95% CI [0.001-0.160]) and shopping facility accessibility (effect: 0.002, 95 % CI [0.001 - 0.101]) exhibited positive effects on BMI indirectly through decreasing TRPA duration. Negative indirect effects of sports facility accessibility (effect: -0.004, 95 % CI [-0.112 - -0.003]) and transit accessibility (effect: -0.044, 95 % CI [-0.074 - -0.002]) on BMI were observed through increasing TRPA duration. Park accessibility showed both direct (effect: -0.242, p < 0.05) and indirect (effect: -0.036, 95 % CI [-0.061 - -0.005]) negative correlations with BMI.
    Our findings facilitate neighborhood environment interventions regarding obesity among older adults in developing countries.
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