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Probabilistic walking models using built environment and sociodemographic predictors

Abstract:
BackgroundIndividual sociodemographic and home neighborhood built environment (BE) factors influence the probability of engaging in health-enhancing levels of walking or moderate-to-vigorous physical activity (MVPA). Methods are needed to parsimoniously model the associations.MethodsParticipants included 2392 adults drawn from a community-based twin registry living in the Seattle region. Objective BE measures from four domains (regional context, neighborhood composition, destinations, transportation) were taken for neighborhood sizes of 833 and 1666 road network meters from home. Hosmer and Lemeshow’s methods served to fit logistic regression models of walking and MVPA outcomes using sociodemographic and BE predictors. Backward elimination identified variables included in final models, and comparison of receiver operating characteristic (ROC) curves determined model fit improvements.ResultsBuilt environment variables associated with physical activity were reduced from 86 to 5 or fewer. Sociodemographic and BE variables from all four BE domains were associated with activity outcomes but differed by activity type and neighborhood size. For the study population, ROC comparisons indicated that adding BE variables to a base model of sociodemographic factors did not improve the ability to predict walking or MVPA.ConclusionsUsing sociodemographic and built environment factors, the proposed approach can guide the estimation of activity prediction models for different activity types, neighborhood sizes, and discrete BE characteristics. Variables associated with walking and MVPA are population and neighborhood BE-specific.
Author Listing: Anne Vernez Moudon;Ruizhu Huang;Orion T. Stewart;Hannah Cohen-Cline;Carolyn Noonan;Philip M. Hurvitz;Glen E. Duncan
Volume: 17
Pages: None
DOI: 10.1186/s12963-019-0186-8
Language: English
Journal: Population Health Metrics

Population Health Metrics

POPUL HEALTH METR

影响因子:2.5
是否综述期刊:否
是否OA:是
是否预警:不在预警名单内
发行时间:-
ISSN:1478-7954
发刊频率:-
收录数据库:Scopus收录/DOAJ开放期刊
出版国家/地区:United Kingdom
出版社:BMC

期刊介绍

年发文量 36
国人发稿量 5
国人发文占比 15%
自引率 4.0%
平均录取率 -
平均审稿周期 29 Weeks
版面费 US$2390
偏重研究方向 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH-
期刊官网 http://www.pophealthmetrics.com/
投稿链接 -

质量指标占比

研究类文章占比 OA被引用占比 撤稿占比 出版后修正文章占比
97.22% 100.00% 0.00% 0.00%

相关指数

影响因子
影响因子
年发文量
自引率
Cite Score

预警情况

时间 预警情况
2025年03月发布的2025版 不在预警名单中
2024年02月发布的2024版 不在预警名单中
2023年01月发布的2023版 不在预警名单中
2021年12月发布的2021版 不在预警名单中
2020年12月发布的2020版 不在预警名单中

JCR分区 WOS分区等级:Q2区

版本 按学科 分区
WOS期刊SCI分区
(2021-2022年最新版)
PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH Q2

中科院分区

版本 大类学科 小类学科 Top期刊 综述期刊
医学
2区
PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
公共卫生、环境卫生与职业卫生
2区
2021年12月
升级版
医学
3区
PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
公共卫生、环境卫生与职业卫生
3区
2020年12月
旧的升级版
医学
3区
PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
公共卫生、环境卫生与职业卫生
2区
2022年12月
最新升级版
医学
2区
PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
公共卫生、环境卫生与职业卫生
1区