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埃塞俄比亚6至23个月儿童的每日进餐频率及其相关因素:贝叶斯分层泊松模型

Daily meal frequency and its associated factors among children aged 6-23 months in Ethiopia: a Bayesian hierarchical Poisson model.

作者信息

Asgedom Dejen Kahsay, Mohammed Ausman Ahmed, Anbesu Etsay Woldu

机构信息

Department of Public Health, College of Medicine and Health Sciences, Samara University, Samara, Ethiopia.

Department of Nursing, College of Medicine and Health Sciences, Samara University, Samara, Ethiopia.

出版信息

Front Public Health. 2025 Jul 18;13:1563392. doi: 10.3389/fpubh.2025.1563392. eCollection 2025.

Abstract

BACKGROUND

Inadequate feeding frequency during the early childhood period is responsible for more than two-thirds of global child deaths. Evidence on the rate of daily meal frequency among infants and young children at the national level is crucial for developing targeted interventions to improve feeding practices. Hence, this study aimed to identify factors associated with the rate of daily meal frequency (DMF) among children aged 6-23 months in Ethiopia.

METHODS

We retrieved secondary data from the Kids record (KR) of the Ethiopian Mini Demographic and Health Survey (MDHS) dataset. A total of 1,264 children aged 6-23 months were included in the study. A Bayesian hierarchical Poisson model was employed. Model convergence was checked via Rhat, effective sample size, density plots, terrace plots, and autocorrelation plots, and all the results were confirmed. We used the widely applicable information criterion (WAIC) and leave-one-out cross-validation (LOO) for model comparison. The model parameters were estimated via special Markov chain Monte Carlo (MCMC) simulation techniques called Hamiltonian Monte Carlo (HMC) and its extension, the no-U-turn sampler (NUTS). An adjusted incidence rate ratio (AIRR) with a 95% credible interval (CrI) in the multivariable model was used to select variables that had a significant association with the rate of daily meal frequency. The data were analyzed via R software version 4.3.1.

RESULTS

The mean and standard deviation of the DMF were 3.36 and 1.60, respectively. The rate of DMF was 1.17 times greater (AIRR = 1.17, 95% CrI: 0.997, 1.381) in children whose mothers had a secondary/higher educational level than in those whose mothers had no education. Kids currently being breastfed have a lower rate of DMF (AIRR = 0.88, 95% CI: 0.798, 0.979) by 10% than those who are not currently breastfeeding. Compared with children between the ages of 6-8 months, those between 9 and 11 months (AIRR = 1.55 95% CrI: 1.374, 1.754), 12-17 months (AIRR = 1.72, 95% CrI: 1.543, 1.911), and 18-23 months (AIRR = 95% CrI: 1.90, 1.692, 2.125) had 55, 72 and 90% higher rates of DMF, respectively. In the Afar region (IRR = 0.77, 95% CI: 0.615, 0.982), Somalia (AIRR = 0.83, 95% CrI: 0.682, 1.01), Benishangul (AIRR = 0.8, 95% CrI: 0.639, 0.994), Southern nation nationality and people's region (SNNPR) (AIRR = 0.73, 95% CrI: 0.596, 0.894), and (AIRR = 0.73, 95% CrI: 0.572, 0.925) decrease the daily meal frequency by 33, 17, 20, 27 and 27%, respectively, compared with that of children from Tigray.

CONCLUSION AND RECOMMENDATION

The rate of DMF was low in Ethiopia and exhibited a significant clustering pattern across the country. These findings stress the need for tailored interventions addressing regional inequities, promoting age-specific nutrition, supporting maternal education, and empowering working women to improve children's nutritional intake and ensure more equitable access to meals across Ethiopia.

摘要

背景

幼儿期喂养频率不足导致全球超过三分之二的儿童死亡。国家层面关于婴幼儿每日进餐频率的数据对于制定有针对性的干预措施以改善喂养习惯至关重要。因此,本研究旨在确定埃塞俄比亚6至23个月儿童每日进餐频率(DMF)率的相关因素。

方法

我们从埃塞俄比亚微型人口与健康调查(MDHS)数据集的儿童记录(KR)中检索了二手数据。该研究共纳入1264名6至23个月的儿童。采用贝叶斯分层泊松模型。通过Rhat、有效样本量、密度图、梯田图和自相关图检查模型收敛情况,所有结果均得到确认。我们使用广泛适用的信息准则(WAIC)和留一法交叉验证(LOO)进行模型比较。通过称为哈密顿蒙特卡罗(HMC)及其扩展的无回转采样器(NUTS)的特殊马尔可夫链蒙特卡罗(MCMC)模拟技术估计模型参数。多变量模型中使用调整后的发病率比(AIRR)和95%可信区间(CrI)来选择与每日进餐频率率有显著关联的变量。通过R软件版本4.3.1对数据进行分析。

结果

DMF的均值和标准差分别为3.36和1.60。母亲具有中等/高等教育水平的儿童的DMF率比母亲未受过教育的儿童高1.17倍(AIRR = 1.17,95% CrI:0.997,1.381)。目前正在接受母乳喂养的儿童的DMF率比目前未进行母乳喂养的儿童低10%(AIRR = 0.88,95% CI:0.798,0.979)。与6至8个月的儿童相比,9至11个月(AIRR = 1.55,95% CrI:1.374,1.754)、12至17个月(AIRR = 1.72,95% CrI:1.543,1.911)和18至23个月(AIRR = 95% CrI:1.90,1.692,2.125)的儿童的DMF率分别高55%、72%和90%。与提格雷地区的儿童相比,阿法尔地区(IRR = 0.77,95% CI:0.615,0.982)、索马里(AIRR = 0.83,95% CrI:0.682,1.01)、贝尼尚古尔(AIRR = 0.8,95% CrI:0.639,0.994)、南方民族和人民地区(SNNPR)(AIRR = 0.73,95% CrI:0.596,0.894)以及[此处原文可能有误,缺少具体地区名称](AIRR = 0.73,95% CrI:0.572,0.925)的儿童的每日进餐频率分别降低了33%、17%、20%、27%和27%。

结论与建议

埃塞俄比亚的DMF率较低,且在全国呈现出显著的聚集模式。这些发现强调需要采取针对性干预措施,解决地区不平等问题,促进特定年龄段的营养摄入,支持孕产妇教育,并增强职业女性的能力,以改善埃塞俄比亚儿童的营养摄入,并确保更公平地获得膳食。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e98b/12315115/5fa7fcf3ff80/fpubh-13-1563392-g001.jpg

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