Canadian Active Living Environments 2.0: Development of an open-source pipeline for the replication and extension of the Canadian Active Living Environments measure.

IF 3.4 2区 医学 Q2 PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH
Daniel Fuller, Meisam Ghasedi, Gorham Achot, Nancy A Ross
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引用次数: 0

Abstract

Background: The Canadian Active Living Environments (Can-ALE) project was developed in 2019 to provide a standardized, pan-Canadian indicator of how supportive neighbourhood built environments are for physical activity and active transportation, enabling comparisons across places and over time. Can-ALE 1.0 produced measures for the 2006 and 2016 census years, but it did not include 2011 or 2021. As well, the data and processing steps were not packaged in a fully reproducible format, limiting longitudinal analyses and replication. In this study, the original measure was replicated and extended by developing Can-ALE 2.0, an open-source, reproducible R-based workflow to generate Can-ALE metrics for the 2011, 2016, and 2021 census years.

Data and methods: Can-ALE 2.0 was calculated for all Canadian dissemination areas (DAs) using four key measures: weighted dwelling density, transit stop counts, street intersection density (intersections where three or more streets meet), and a weighted point-of-interest measure. To better represent where residents actually live within each DA, these components were calculated using a population-weighted centroid (based on where people are concentrated) rather than the geometric centroid (the centre of the area). DAs were then classified into five ordered support categories using k-medians clustering based on the overall index.

Results: Over the decade from 2011 to 2021, the national distribution of DAs shifted toward more supportive active living environments: the proportion classified in the two least supportive categories declined, while the share in the moderate and high support categories increased. When transit stop availability was incorporated to create a transit-inclusive version of Can-ALE 2.0 (available for 2016 and 2021), the proportion of DAs classified in the highest support category increased from 6.6% to 12.2% in 2016 and from 6.0% to 10.3% in 2021, indicating that transit access meaningfully changes how neighbourhood support for active living is characterized.

Interpretation: This study developed an updated, open-source, reproducible methodology to generate Can-ALE 2.0, which extends Can-ALE coverage to 2011, 2016, and 2021 and improves geographic accuracy by using population-weighted centroids. By providing a standardized longitudinal dataset (and a transit-inclusive version for 2016 and 2021), Can-ALE 2.0 can be used in future studies to examine how changes in neighbourhood built environments relate to physical activity and health outcomes, and to inform policies and investments that aim to reduce physical inactivity, obesity, and diabetes.

加拿大积极生活环境2.0:开发一个开源管道,用于复制和扩展加拿大积极生活环境措施。
背景:加拿大积极生活环境(Can-ALE)项目于2019年开发,旨在提供一个标准化的泛加拿大指标,说明社区建筑环境对身体活动和积极交通的支持程度,从而实现跨地区和跨时间的比较。Can-ALE 1.0给出了2006年和2016年人口普查年份的数据,但不包括2011年和2021年。此外,数据和处理步骤没有以完全可重复的格式打包,限制了纵向分析和复制。在本研究中,通过开发Can-ALE 2.0(一个开源的、可复制的基于r的工作流)复制和扩展了原始测量方法,以生成2011年、2016年和2021年人口普查年的Can-ALE指标。数据和方法:使用四个关键指标对加拿大所有传播区(DAs)进行Can-ALE 2.0计算:加权住宅密度、公交站点计数、街道交叉口密度(三条或三条以上街道相交的交叉口)和加权兴趣点测量。为了更好地表示每个DA内居民实际居住的位置,这些组成部分使用人口加权质心(基于人口集中的地方)而不是几何质心(区域中心)来计算。然后使用基于总体指数的k-中位数聚类将da分为五个有序的支持类别。结果:2011 - 2021年10年间,全国DAs分布向更支持性的积极生活环境转移:两种最不支持性的类别所占比例下降,而中等和高支持性类别所占比例增加。当公交站点可用性被纳入到Can-ALE 2.0(2016年和2021年可用)的公交包容性版本时,被归类为最高支持类别的da的比例从6.6%增加到2016年的12.2%,从6.0%增加到2021年的10.3%,这表明公交访问有意地改变了社区对积极生活的支持的特征。该研究开发了一种更新的、开源的、可重复的方法来生成Can-ALE 2.0,该方法将Can-ALE覆盖范围扩展到2011年、2016年和2021年,并通过使用人口加权质心来提高地理准确性。通过提供标准化的纵向数据集(以及2016年和2021年的公交包容版本),can - ale 2.0可用于未来的研究,以研究社区建筑环境的变化与身体活动和健康结果的关系,并为旨在减少缺乏身体活动、肥胖和糖尿病的政策和投资提供信息。
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来源期刊
Health Reports
Health Reports PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH-
CiteScore
7.30
自引率
4.00%
发文量
28
期刊介绍: Health Reports publishes original research on diverse topics related to understanding and improving the health of populations and the delivery of health care. We publish studies based on analyses of Canadian national/provincial representative surveys or Canadian national/provincial administrative databases, as well as results of international comparative health research. Health Reports encourages the sharing of methodological information among those engaged in the analysis of health surveys or administrative databases. Use of the most current data available is advised for all submissions.
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