Identifying Geographical Heterogeneity in Associations between Under-Five Child Nutritional Status and Its Correlates Across Indian Districts

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY
Monirujjaman Biswas
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引用次数: 3

Abstract

India has substantially reduced the burden of under-five child malnutrition over the last two decades. Despite this, it is still gigantic and differs remarkably across districts, while the demographic and socio-economic groups are most affected by it. This paper aimed to decrypt the place-specific spatial dependence and heterogeneity in associations between district-level nutritional status (stunting, wasting and underweight) and its considered correlates using a geocoded database for all 640 Indian districts from the latest fourth wave of the National Family Health Survey, 2015–16. Univariate Moran’s I and LISA statistics were used to confirm the spatial clustering and dependence in under-five nutritional status. The Ordinary Least Square (OLS), Geographically Weighted Regression (GWR), Spatial (lag/error) models were employed to examine the effects of correlates on the district-level nutritional status. The mean (Moran’s I) district-level stunting, wasting and underweight were 38% (0.634), 21% (0.488) and 36% (0.721), respectively. The GWR results disclosed that the spatial heterogeneity in relationships between district-level nutritional status and its driving forces were strongly location-based, altering their direction, magnitude and strength across districts. Overall, the localized model performed better, and best fit the data than the OLS and spatial (lag/error) models. This nationwide study confirmed that the spatial dependencies and heterogeneities in the district-level nutritional status indicators were strongly explained by a multitude of factors and thus can help policymakers in formulating effective nutrition-specific programmatic interventions to speed up the coverage of under-five malnutrition status in most priority districts and geographical hot spots across India.

确定印度各区五岁以下儿童营养状况及其相关因素之间的地理异质性
在过去二十年中,印度大大减少了五岁以下儿童营养不良的负担。尽管如此,它仍然是巨大的,不同地区差别很大,而人口和社会经济群体受其影响最大。本文旨在利用2015-16年第四次全国家庭健康调查中所有640个印度地区的地理编码数据库,解密地区一级营养状况(发育迟缓、消瘦和体重不足)及其被认为相关因素之间关联的特定空间依赖性和异质性。采用单变量Moran’s I和LISA统计证实了5岁以下儿童营养状况的空间聚类和依赖性。采用普通最小二乘(OLS)、地理加权回归(GWR)和空间(滞后/误差)模型检验相关因素对地区营养状况的影响。区级发育迟缓、消瘦和体重不足的平均值(Moran’s I)分别为38%(0.634)、21%(0.488)和36%(0.721)。GWR结果表明,区域营养状况及其驱动力之间的空间异质性具有强烈的区位性,其方向、大小和强度在区域间发生变化。总体而言,局部化模型表现更好,比OLS和空间(滞后/误差)模型更适合数据。这项全国范围的研究证实,地区一级营养状况指标的空间依赖性和异质性可以由多种因素强有力地解释,因此可以帮助决策者制定有效的营养特定计划干预措施,以加快覆盖印度大多数重点地区和地理热点的五岁以下营养不良状况。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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