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探索柬埔寨五岁以下儿童传染病死亡率和发病率的决定因素——传统与机器学习方法。

Exploring the determinants of under-five mortality and morbidity from infectious diseases in Cambodia-a traditional and machine learning approach.

机构信息

Department of Global Public Health, Karolinska Institutet, Tomtebodavägen 18 A, 171 77, Stockholm, Sweden.

Astrid Lindgren Children's Hospital, Karolinska University Hospital, Stockholm, Sweden.

出版信息

Sci Rep. 2024 Aug 27;14(1):19847. doi: 10.1038/s41598-024-70839-z.

DOI:10.1038/s41598-024-70839-z
PMID:39191837
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11350148/
Abstract

Cambodia has made progress in reducing the under-five mortality rate and burden of infectious diseases among children over the last decades. However the determinants of child mortality and morbidity in Cambodia is not well understood, and no recent analysis has been conducted to investigate possible determinants. We applied a multivariable logistical regression model and a conditional random forest to explore possible determinants of under-five mortality and under-five child morbidity from infectious diseases using the most recent Demographic Health Survey in 2021-2022. Our findings show that the majority (58%) of under-five deaths occurred during the neonatal period. Contraceptive use of the mother led to lower odds of under-five mortality (0.51 [95% CI 0.32-0.80], p-value 0.003), while being born fourth or later was associated with increased odds (3.25 [95% CI 1.09-9.66], p-value 0.034). Improved household water source and higher household wealth quintile was associated with lower odds of infectious disease while living in the Great Lake or Coastal region led to increased odds respectively. The odds ratios were consistent with the results from the conditional random forest. The study showcases how closely related child mortality and morbidity due to infectious disease are to broader social development in Cambodia and the importance of accelerating progress in many sectors to end preventable child mortality and morbidity.

摘要

柬埔寨在过去几十年中在降低五岁以下儿童死亡率和传染病负担方面取得了进展。然而,柬埔寨儿童死亡和发病的决定因素尚不清楚,最近也没有进行任何分析来调查可能的决定因素。我们应用多变量逻辑回归模型和条件随机森林,使用 2021-2022 年最新的人口健康调查数据,探讨五岁以下儿童死亡和传染病发病的可能决定因素。我们的研究结果表明,大多数(58%)五岁以下儿童死亡发生在新生儿期。母亲使用避孕药具可降低五岁以下儿童死亡的几率(0.51 [95% CI 0.32-0.80],p 值为 0.003),而第四胎或以后出生的儿童死亡几率增加(3.25 [95% CI 1.09-9.66],p 值为 0.034)。改善家庭用水源和更高的家庭财富五分位数与传染病的低发病几率相关,而居住在大湖或沿海地区则分别与高发病几率相关。这些优势比与条件随机森林的结果一致。该研究展示了柬埔寨由于传染病导致的儿童死亡和发病与更广泛的社会发展密切相关,以及加速许多部门的进展以结束可预防的儿童死亡和发病的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/6fa3c8362025/41598_2024_70839_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/c2f5053034c3/41598_2024_70839_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/65c6b989a8ef/41598_2024_70839_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/ceb4cce5ec51/41598_2024_70839_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/6fa3c8362025/41598_2024_70839_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/c2f5053034c3/41598_2024_70839_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/65c6b989a8ef/41598_2024_70839_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/ceb4cce5ec51/41598_2024_70839_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3ddb/11350148/6fa3c8362025/41598_2024_70839_Fig4_HTML.jpg

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4
Determinants of malnutrition among children: A systematic review.儿童营养不良的决定因素:系统评价。
Nutrition. 2022 Apr;96:111565. doi: 10.1016/j.nut.2021.111565. Epub 2021 Dec 11.
5
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6
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