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小学阶段的肥胖状态转变:马尔可夫链模型的应用

Obesity status transitions across the elementary years: use of Markov chain modelling.

作者信息

Chen T-A, Baranowski T, Moreno J P, O'Connor T M, Hughes S O, Baranowski J, Woehler D, Kimbro R T, Johnston C A

机构信息

USDA/ARS Children's Nutrition Research Center, Baylor College of Medicine, Houston, Texas, USA.

The Oliver Foundation, Houston, Texas, USA.

出版信息

Pediatr Obes. 2016 Apr;11(2):88-94. doi: 10.1111/ijpo.12025. Epub 2015 Apr 8.

Abstract

OBJECTIVE

The objective of this study was to assess overweight and obesity status transition probabilities using first-order Markov transition models applied to elementary school children.

METHOD

Complete longitudinal data across 11 assessments were available from 1494 elementary school children (from 7599 students in 41 out of 45 schools in a Southeast Texas school district) from kindergarten to the beginning of the fifth grade. Heights and weights were measured by trained school nurses using standard procedures at the beginning and end of each school year for the 11 consecutive assessments. To estimate the transition probabilities, first-order three-state (healthy weight, overweight and obese) Markov transition models were fit to the longitudinal weight status data of all assessment periods.

RESULTS

While there was a gradual shift to more children in the overweight or obese category over 5 years, children were most likely to stay in the same weight category as the previous assessment. A consistent seasonal difference in the probability of changing weight status category was seen, with a greater probability of becoming overweight and obese during the summer compared with the school year. The transition probabilities to obesity were higher among boys, Hispanic and non-Hispanic Black, and lower socioeconomic status children.

CONCLUSIONS

This study provides the first application of a Markov transition model to child weight status data. The transitions into the overweight and obese categories were small, but persistent, with smaller percentages transitioning out of overweight or obese. Early monitoring and summer intervention strategies are needed to prevent the slow, but relentless, transition into the overweight and obese categories.

摘要

目的

本研究的目的是使用一阶马尔可夫转移模型评估小学生的超重和肥胖状态转变概率。

方法

从得克萨斯州东南部一个学区45所学校中的41所学校的7599名学生中选取了1494名小学生,获取了他们从幼儿园到五年级开始期间11次评估的完整纵向数据。在连续11次评估中,由经过培训的学校护士在每个学年开始和结束时使用标准程序测量身高和体重。为了估计转变概率,将一阶三状态(正常体重、超重和肥胖)马尔可夫转移模型应用于所有评估期的纵向体重状态数据。

结果

虽然在5年期间超重或肥胖类别的儿童数量逐渐增加,但儿童最有可能保持与上一次评估相同的体重类别。体重状态类别变化概率存在一致的季节性差异,与学年期间相比,夏季超重和肥胖的概率更高。男孩、西班牙裔和非西班牙裔黑人以及社会经济地位较低的儿童转变为肥胖的概率更高。

结论

本研究首次将马尔可夫转移模型应用于儿童体重状态数据。超重和肥胖类别的转变幅度较小,但持续存在,从超重或肥胖类别转变出来的比例较小。需要早期监测和夏季干预策略来预防缓慢但持续的超重和肥胖转变。

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