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关注差距:虚拟现实研究中女性参与者和作者的代表性不足。

Mind the Gap: The Underrepresentation of Female Participants and Authors in Virtual Reality Research.

出版信息

IEEE Trans Vis Comput Graph. 2020 May;26(5):1945-1954. doi: 10.1109/TVCG.2020.2973498. Epub 2020 Feb 13.

Abstract

A common goal of human-subject experiments in virtual reality (VR) research is evaluating VR hardware and software for use by the general public. A core principle of human-subject research is that the sample included in a given study should be representative of the target population; otherwise, the conclusions drawn from the findings may be biased and may not generalize to the population of interest. In order to assess whether characteristics of participants in VR research are representative of the general public, we investigated participant demographic characteristics from human-subject experiments in the Proceedings of the IEEE Virtual Reality Conferences from 2015-2019. We also assessed the representation of female authors. In the 325 eligible manuscripts, which presented results from 365 human-subject experiments, we found evidence of significant underrepresentation of women as both participants and authors. To investigate whether this underrepresentation may bias researchers' findings, we then conducted a meta-analysis and meta-regression to assess whether demographic characteristics of study participants were associated with a common outcome evaluated in VR research: the change in simulator sickness following head-mounted display VR exposure. As expected, participants in VR studies using HMDs experienced small but significant increases in simulator sickness. However, across the included studies, the change in simulator sickness was systematically associated with the proportion of female participants. We discuss the negative implications of conducting experiments on non-representative samples and provide methodological recommendations for mitigating bias in future VR research.

摘要

虚拟现实(VR)研究中的人体实验的一个共同目标是评估 VR 硬件和软件是否可供公众使用。人体研究的一个核心原则是,给定研究中包含的样本应代表目标人群;否则,从研究结果中得出的结论可能存在偏差,并且可能不适用于感兴趣的人群。为了评估 VR 研究参与者的特征是否代表公众,我们调查了 2015 年至 2019 年 IEEE 虚拟现实会议论文集中人体实验的参与者人口统计学特征。我们还评估了女性作者的代表性。在 325 篇符合条件的论文中,有 365 项人体实验的结果,我们发现女性作为参与者和作者的人数明显不足。为了研究这种代表性不足是否会影响研究人员的发现,我们随后进行了荟萃分析和荟萃回归,以评估研究参与者的人口统计学特征是否与 VR 研究中评估的常见结果(头戴式显示器 VR 暴露后模拟器疾病的变化)相关。不出所料,使用 HMD 的 VR 研究中的参与者经历了较小但显著的模拟器疾病增加。然而,在所包括的研究中,模拟器疾病的变化与女性参与者的比例系统相关。我们讨论了在非代表性样本上进行实验的负面影响,并为未来的 VR 研究提供了减轻偏差的方法建议。

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