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Exploring the Utilitarian and Non-Utilitarian Bicycling Behaviors of North American Women Cyclists

机译:探索北美女子自行车手的功利性和非功利性骑行行为

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Background: Increasing bicycling is a common goal to increase physical activity. Studies have shown that women bike at a lower rate than men due to various factors; few studies have examined attitudes and perceptions of women cyclists at a large scale. This study aims to fill this gap by examining the bicycling behaviors of women cyclists across North America. Methods: We analyzed an online survey of 1,868 women cyclists in the US and Canada. The survey recorded respondents' bicycling skills, attitude, perceptions of safety, surrounding environment, and other factors that may affect the decision to bicycle for transport and recreation. We used chi-squared and non-parametric tests to examine the differences among groups of cyclists. We then utilized tree-based machine learning methods (e.g., bagging, random forest, boosting) to select the most common motivations and concerns of these cyclists. Results: We found that perception of safety (e.g., traffic, motorist behavior, lighting) were significantly different among women cyclists across age groups, bicycling skill, and education levels. Tree-based model results indicate that perceptions of safety, wayfinding, bicycle facilities, hills, and concerns about health were among the most important factors for women to bike for transport or recreation. The average classification error rates were around 9-12%. Cross validation performed on 20% of the sample resulted in moderate error rates (9-25%). Conclusions: Our study suggests opportunities for designing healthy cities for women. Cities may enhance safety to increase bicycling rates of women through investing in bicycle facilities and lighting infrastructure as well as enforcing speed limits and aggressive behavior from motorists. Our study also outlines how promotional and education materials designed for women in the non-bicycling group may help to change behavior. Future studies to compare bicycling behaviors of cyclists and non-cyclists of both genders would be useful.
机译:背景:增加骑自行车是增加体育锻炼的共同目标。研究表明,由于各种因素,女性骑自行车的比率低于男性。很少有研究大规模地考察了骑自行车的女性的态度和看法。这项研究旨在通过研究北美女性骑自行车者的骑车行为来填补这一空白。方法:我们分析了对美国和加拿大1,868名骑自行车女性的在线调查。该调查记录了受访者的骑自行车技能,态度,安全感,周围环境以及其他可能影响骑自行车出行和娱乐的决定的因素。我们使用卡方检验和非参数检验来检验骑自行车者群体之间的差异。然后,我们利用基于树的机器学习方法(例如,套袋,随机森林,助推)来选择这些骑自行车的人最常见的动机和关注点。结果:我们发现,不同年龄段,骑自行车技能和受教育程度的女性骑自行车者之间的安全感(例如交通,驾驶行为,照明)存在显着差异。基于树的模型结果表明,安全感,寻路,自行车设施,丘陵和对健康的关注是妇女骑自行车进行运输或娱乐的最重要因素。平均分类错误率约为9-12%。对20%的样品进行交叉验证会导致中等错误率(9-25%)。结论:我们的研究提出了为女性设计健康城市的机会。城市可以通过投资于自行车设施和照明基础设施,以及加强速度限制和驾车者的侵略行为,来提高安全性,以提高妇女的骑行率。我们的研究还概述了为非骑自行车组中的女性设计的宣传和教育材料如何有助于改变行为。未来的比较骑自行车者和非骑自行车者的骑自行车行为的研究将是有用的。

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