Weight Status Transitions and Validation of an Obesity Model for Aboriginal and Torres Strait Islander Children and Adolescents.

IF 3.1 3区 医学 Q2 HEALTH CARE SCIENCES & SERVICES
Medical Decision Making Pub Date : 2025-11-01 Epub Date: 2025-07-13 DOI:10.1177/0272989X251351030
Thomas Lung, Anagha Killedar, Kirsten Howard, Li Ming Wen, Patrick Kelly, Michelle Dickson, Simone Sherriff, Louise Baur, Alison Hayes
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引用次数: 0

Abstract

ObjectivesAboriginal and Torres Strait Islander children and adolescents are at higher risk of overweight and obesity, highlighting an inequitable public health concern. The aim of this study was to estimate transition probabilities and validate a model predicting the epidemiologic trajectory of overweight and obesity in Australian Aboriginal and Torres Strait Islander children.MethodsAn individual-level state-transition Markov model was developed to model transitions between healthy weight, overweight, and obesity for Aboriginal and Torres Strait Islander children aged between 2 and 14 y. Age-specific annual transition probabilities were derived from semi-parametric survival analyses using the Longitudinal Study of Indigenous Children. The model used annual cycles over a 12-y time horizon, and the epidemiological predictions of the model were validated using both internal and external data, according to best practice guidelines. The starting age of the model was 2 to 4 y and 4 to 5 y for the internal and external validation, respectively. Aboriginal and Torres Strait Islander children from the Longitudinal Study of Australian Children were used as the external validation cohort.ResultsA total of 1,643 children with 11,514 complete anthropometric measurements were used to estimate transition probabilities. The model predictions showed both good internal and external validity, with most predictions falling within the 95% confidence intervals of measured data. The model was able to reliably capture the epidemiology of overweight and obesity prevalence in early childhood.ConclusionsOur model predictions showed good internal and external validity, ensuring our model is fit for purpose to use to evaluate Aboriginal and Torres Strait Islander-led programs to achieve a healthy weight.HighlightsAboriginal and Torres Strait Islander children experience high rates of overweight and obesity; hence, there is a need for high-quality evidence on both effectiveness and cost-effectiveness of Aboriginal and Torres Strait Islander-led childhood obesity prevention programs to ensure they offer value for money.This is the first study to develop and validate a predictive model using anthropometric data from Aboriginal and Torres Strait Islander children to inform decision making on childhood obesity programs.Our model predictions showed good internal and external validity, ensuring our model is fit for purpose to use to evaluate Aboriginal and Torres Strait Islander-led programs to achieve a healthy weight.The model provides a framework to assist policy makers in identifying when best to intervene in childhood as well as the most effective approaches for maintaining a healthy weight for Aboriginal and Torres Strait Islander children.

原住民与托雷斯海峡岛民儿童与青少年体重状况变迁与肥胖模型验证。
目的土著和托雷斯海峡岛民儿童和青少年超重和肥胖的风险较高,突出了不公平的公共卫生问题。本研究的目的是估计过渡概率,并验证预测澳大利亚原住民和托雷斯海峡岛民儿童超重和肥胖流行病学轨迹的模型。方法建立个体水平状态转移马尔可夫模型,对2 ~ 14岁原住民和托雷斯海峡岛民儿童健康体重、超重和肥胖之间的转移进行建模。根据土著儿童纵向研究的半参数生存分析,得出了特定年龄的年度转移概率。该模型在12年的时间范围内使用年周期,根据最佳实践指南,该模型的流行病学预测使用内部和外部数据进行验证。模型的起始年龄为2 ~ 4岁,外部验证为4 ~ 5岁。来自澳大利亚儿童纵向研究的土著和托雷斯海峡岛民儿童被用作外部验证队列。结果共1643名儿童,11,514项完整的人体测量数据用于估计转移概率。模型预测显示出良好的内部和外部有效性,大多数预测落在测量数据的95%置信区间内。该模型能够可靠地捕捉到儿童早期超重和肥胖流行病学。结论sour模型预测具有良好的内部和外部效度,确保我们的模型适合用于评估原住民和托雷斯海峡岛民主导的健康体重计划。土著和托雷斯海峡岛民儿童超重和肥胖的比例很高;因此,需要高质量的证据来证明土著人和托雷斯海峡岛民领导的儿童肥胖预防项目的有效性和成本效益,以确保它们物有所值。这是第一个利用原住民和托雷斯海峡岛民儿童的人体测量数据来开发和验证预测模型的研究,该模型可以为儿童肥胖项目的决策提供信息。我们的模型预测显示出良好的内部和外部有效性,确保我们的模型适合用于评估土著和托雷斯海峡岛民主导的实现健康体重的计划。该模型提供了一个框架,以协助决策者确定在儿童期进行干预的最佳时机,以及维持土著和托雷斯海峡岛民儿童健康体重的最有效方法。
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
Medical Decision Making
Medical Decision Making 医学-卫生保健
CiteScore
6.50
自引率
5.60%
发文量
146
审稿时长
6-12 weeks
期刊介绍: Medical Decision Making offers rigorous and systematic approaches to decision making that are designed to improve the health and clinical care of individuals and to assist with health care policy development. Using the fundamentals of decision analysis and theory, economic evaluation, and evidence based quality assessment, Medical Decision Making presents both theoretical and practical statistical and modeling techniques and methods from a variety of disciplines.
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