Questionnaire Items for Evaluating Artificial Social Agents - Expert Generated, Content Validated and Reliability Analysed

S. Fitrianie, Merijn Bruijnes, Fengxiang Li, Willem-Paul Brinkman
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引用次数: 5

Abstract

In this paper, we report on the multi-year Intelligent Virtual Agents (IVA) community effort, involving more than 90 researchers worldwide, researching the IVA community interests and practice in evaluating human interaction with an artificial social agent (ASA). The joint efforts have previously generated a unified set of 19 constructs that capture more than 80% of constructs used in empirical studies published in the IVA conference between 2013 to 2018. In this paper, we present expert-content-validated 131 questionnaire items for the constructs and their dimensions, and investigate the level of reliability. We establish this in three phases. Firstly, eight experts generated 431 potential construct items. Secondly, 20 experts rated whether items measure (only) their intended construct, resulting in 207 content-validated items. Next, a reliability analysis was conducted, involving 192 crowd-workers who were asked to rate a human interaction with an ASA, which resulted in 131 items (about 5 items per measurement, with Cronbach's alpha ranged [.60 -- .87]). These are the starting points for the questionnaire instrument of human-ASA interaction.
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人工社会主体评价问卷项目——专家生成、内容验证及信度分析
在本文中,我们报告了智能虚拟代理(IVA)社区多年来的努力,涉及全球90多名研究人员,研究IVA社区在评估人类与人工社会代理(ASA)互动方面的兴趣和实践。这一共同努力之前已经产生了一套统一的19个结构,这些结构捕获了2013年至2018年在IVA会议上发表的实证研究中使用的80%以上的结构。在本文中,我们提出了专家内容验证的131个问卷项目的结构和他们的维度,并调查信度水平。我们分三个阶段建立这一点。首先,8位专家生成了431个潜在构建项目。其次,20位专家评估了项目是否(仅)测量了它们的预期结构,从而产生了207个经过内容验证的项目。接下来,进行了一项可靠性分析,涉及192名人群工作者,他们被要求对人类与ASA的互动进行评分,结果产生131项(每次测量约5项,Cronbach's alpha范围为[。[60—0.87])。这些都是人类- asa互动问卷工具的出发点。
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