A Model of Individual BMI Trajectories.

Laurens Bogaardt, Anoukh van Giessen, H Susan J Picavet, Hendriek C Boshuizen
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Abstract

A risk factor model of body mass index (BMI) is an important building block of health simulations aimed at estimating government policy effects with regard to overweight and obesity. We created a model that generates representative population level distributions and that also mimics realistic BMI trajectories at an individual level so that policies aimed at individuals can be simulated. The model is constructed by combining several datasets. First, the population level distribution is extracted from a large, cross-sectional dataset. The trend in this distribution is estimated from historical data. In addition, longitudinal data are used to model how individuals move along typical trajectories over time. The model faithfully describes the population level distribution of BMI, stratified by sex, level of education and age. It is able to generate life course trajectories for individuals which seem plausible, but it does not capture extreme fluctuations, such as rapid weight loss.

个人体重指数轨迹模型。
体重指数(BMI)的风险因素模型是健康模拟的重要组成部分,旨在估算政府在超重和肥胖方面的政策效果。我们创建了一个模型,该模型可生成具有代表性的人群分布,同时还能模拟个人层面的真实体重指数轨迹,从而模拟针对个人的政策。该模型由多个数据集组合而成。首先,从一个大型横截面数据集中提取人群水平分布。根据历史数据估算出这一分布的趋势。此外,纵向数据用于模拟个体如何随着时间的推移沿着典型轨迹移动。该模型忠实地描述了按性别、教育水平和年龄分层的 BMI 人口分布情况。它能够为个人生成看似合理的生命历程轨迹,但无法捕捉极端波动,如体重急剧下降。
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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