International Journal of Human-Computer Studies最新文献

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The way you assess matters: User interaction design of survey chatbots for mental health 在心理健康调查聊天机器人中,采用封闭式问题的心理评估设计对用户回答开放式问题的影响
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-05-22 DOI: 10.1016/j.ijhcs.2024.103290
Yucheng Jin, Li Chen, Xianglin Zhao, Wanling Cai
{"title":"The way you assess matters: User interaction design of survey chatbots for mental health","authors":"Yucheng Jin,&nbsp;Li Chen,&nbsp;Xianglin Zhao,&nbsp;Wanling Cai","doi":"10.1016/j.ijhcs.2024.103290","DOIUrl":"10.1016/j.ijhcs.2024.103290","url":null,"abstract":"<div><p>The global pandemic has pushed human society into a mental health crisis, prompting the development of various chatbots to supplement the limited mental health workforce. Several organizations have employed mental health survey chatbots for public mental status assessments. These survey chatbots typically ask closed-ended questions (Closed-EQs) to assess specific psychological issues like anxiety, depression, and loneliness, followed by open-ended questions (Open-EQs) for deeper insights. While Open-EQs are naturally presented conversationally in a survey chatbot, Closed-EQs can be delivered as embedded forms or within conversations, with the length of the questionnaire varying according to the psychological assessment. This study investigates how the <em>interaction style</em> of Closed-EQs and the <em>questionnaire length</em> affect user perceptions regarding survey credibility, enjoyment, and self-awareness, as well as their responses to Open-EQs in terms of quality and self-disclosure in a survey chatbot. We conducted a 2 (<em>interaction style</em>: form-based vs. conversation-based) <span><math><mo>×</mo></math></span> 3 (<em>questionnaire length</em>: short vs. middle vs. long) between-subjects study (N=213) with a loneliness survey chatbot. The results indicate that the form-based interaction significantly enhances the perceived credibility of the assessment, thereby improving response quality and self-disclosure in subsequent Open-EQs and fostering self-awareness. We discuss our findings for the interaction design of psychological assessment in a survey chatbot for mental health.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"189 ","pages":"Article 103290"},"PeriodicalIF":5.4,"publicationDate":"2024-05-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141140499","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effect of interface design on cognitive workload in unmanned aerial vehicle control 界面设计对无人飞行器控制中认知工作量的影响
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-05-16 DOI: 10.1016/j.ijhcs.2024.103287
Wenjuan Zhang , Yunmei Liu , David B. Kaber
{"title":"Effect of interface design on cognitive workload in unmanned aerial vehicle control","authors":"Wenjuan Zhang ,&nbsp;Yunmei Liu ,&nbsp;David B. Kaber","doi":"10.1016/j.ijhcs.2024.103287","DOIUrl":"10.1016/j.ijhcs.2024.103287","url":null,"abstract":"<div><p>Unmanned Aerial Vehicle (UAV) control interfaces are critical channels for transferring information between the vehicle and an operator. Research on system performance has focused on enhancing vehicle automation and some work has evaluated cognitive workload for existing UAV interfaces. The potential for usable interface design to reduce cognitive workload during the early design phase has been largely overlooked. This study addresses these gaps by: (1) evaluating the effectiveness of a contemporary UAV interface design tool (the Modified GEDIS-UAV) to moderate user workload; (2) examining the effectiveness of various UAV interface designs for minimizing cognitive workload under different control task pacing; and (3) exploring the use of eye tracking measures, traditionally applied in other domains, as indicators of cognitive workload in UAV operations. We prototyped three different interface designs, classified as “baseline”, “enhanced” and “degraded” interfaces. Cognitive workload in UAV operation was manipulated in terms of levels of vehicle speed (“low” and “high”). Physiological and subjective measures of workload were collected for all combinations of interface design and task demand. Results revealed the “enhanced” interface to yield the lowest operator cognitive workload and supported operator resilience to increased control task demand, as compared to the “baseline” and “degraded” interfaces. In addition, task demand was found to elevate operator cognitive workload, particularly in terms of \"mental\" and \"temporal\" demands and operator perceptions of \"performance\". The study also demonstrated utility of eye-tracking technology for detecting cognitive workload in UAV operations. This research provides practical guidance for UAV control interface design to manage operator workload. The methods employed in the study are applicable to interface evaluation for various types of UAVs and other unmanned systems to enhance human-automation interaction.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"189 ","pages":"Article 103287"},"PeriodicalIF":5.4,"publicationDate":"2024-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141035920","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Priming users with babies’ gestures: Investigating the influences of priming with different development origin of image schemas in gesture elicitation study 用婴儿的手势引导用户:在手势诱导研究中研究不同发展起源的图像图式对引导的影响
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-05-10 DOI: 10.1016/j.ijhcs.2024.103288
Yanming He , Qizhang Sun , Peiyao Cheng , Shumeng Hou , Lei Zhou
{"title":"Priming users with babies’ gestures: Investigating the influences of priming with different development origin of image schemas in gesture elicitation study","authors":"Yanming He ,&nbsp;Qizhang Sun ,&nbsp;Peiyao Cheng ,&nbsp;Shumeng Hou ,&nbsp;Lei Zhou","doi":"10.1016/j.ijhcs.2024.103288","DOIUrl":"10.1016/j.ijhcs.2024.103288","url":null,"abstract":"<div><p>Gesture elicitation study is an effective method to design gestures for various contexts. Through involving end-users, GES results in intuitive gestures because they directly reflect end-users’ mental models and preferences. However, limited by personal experience, end-users are not capable of taking full advantages of technology while proposing gestures, which is referred as legacy bias. To overcome this, previous studies demonstrate that users’ performance can be improved by priming, such as viewing gestures, watching fictional movies, and experiencing framed scenarios. This research extends this line of studies by considering the developmental origin of image schemas in priming. More specifically, we compared the influences of no-priming, priming with early image schemas (EIS), and priming with late image schemas (LIS) on GES. Controlled experiments were conducted (<em>N</em> = 120) along the three stages of GES: users’ generation of gestures (Experiment 1), final gesture sets (Experiment 2), and end-users’ learnability of gestures (Experiment 3). Results show that users are largely influenced by developmental origin of image schemas in priming. LIS-priming improve gesture proposal production in comparison to no-priming condition. As for end-users’ evaluation, EIS-priming gestures exhibit higher initial and overall learnability.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"189 ","pages":"Article 103288"},"PeriodicalIF":5.4,"publicationDate":"2024-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141023630","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Basic Needs in Games Scale (BANGS): A new tool for investigating positive and negative video game experiences 游戏中的基本需求量表(BANGS):调查积极和消极电子游戏体验的新工具
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-05-06 DOI: 10.1016/j.ijhcs.2024.103289
Nick Ballou , Alena Denisova , Richard Ryan , C. Scott Rigby , Sebastian Deterding
{"title":"The Basic Needs in Games Scale (BANGS): A new tool for investigating positive and negative video game experiences","authors":"Nick Ballou ,&nbsp;Alena Denisova ,&nbsp;Richard Ryan ,&nbsp;C. Scott Rigby ,&nbsp;Sebastian Deterding","doi":"10.1016/j.ijhcs.2024.103289","DOIUrl":"https://doi.org/10.1016/j.ijhcs.2024.103289","url":null,"abstract":"<div><p>Players’ basic psychological needs for autonomy, competence, and relatedness are among the most commonly used constructs used in research on what makes video games so engaging, and how they might support or undermine user wellbeing. However, existing measures of basic psychological needs in games have important limitations—they either do not measure need frustration, or measure it in a way that may not be appropriate for the video games domain, they struggle to capture feelings of relatedness in both single- and multiplayer contexts, and they often lack validity evidence for certain contexts (e.g., playtesting vs experience with games as a whole). In this paper, we report on the design and validation of a new measure, the Basic Needs in Games Scale (BANGS), whose 6 subscales cover satisfaction and frustration of each basic psychological need in gaming contexts. The scale was validated and evaluated over five studies with a total of 1246 unique participants. Results supported the theorized structure of the scale and provided evidence for discriminant, convergent and criterion validity. Results also show that the scale performs well over different contexts (including evaluating experiences in a single game session or across various sessions) and over time, supporting measurement invariance. Further improvements to the scale are warranted, as results indicated lower reliability in the autonomy frustration subscale, and a surprising non-significant correlation between relatedness satisfaction and frustration. Despite these minor limitations, BANGS is a reliable and theoretically sound tool for researchers to measure basic needs satisfaction and frustration with a degree of domain validity not previously available.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"188 ","pages":"Article 103289"},"PeriodicalIF":5.4,"publicationDate":"2024-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1071581924000739/pdfft?md5=ca9ad58cbea144bfd6f26708850af19d&pid=1-s2.0-S1071581924000739-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140880663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Virtual reality experiences for breathing and relaxation training: The effects of real vs. placebo biofeedback 用于呼吸和放松训练的虚拟现实体验:真实生物反馈与安慰剂生物反馈的效果对比
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-04-27 DOI: 10.1016/j.ijhcs.2024.103275
Luca Chittaro, Marta Serafini, Yvonne Vulcano
{"title":"Virtual reality experiences for breathing and relaxation training: The effects of real vs. placebo biofeedback","authors":"Luca Chittaro,&nbsp;Marta Serafini,&nbsp;Yvonne Vulcano","doi":"10.1016/j.ijhcs.2024.103275","DOIUrl":"https://doi.org/10.1016/j.ijhcs.2024.103275","url":null,"abstract":"<div><p>Virtual reality biofeedback systems for relaxation training can be an effective tool for reducing stress and anxiety levels, but most of them offer a limited user experience associated to the execution of a single task and a biofeedback mechanism that reflects a single physiological measurement. Furthermore, user evaluations of such systems do not typically include a placebo condition, making it difficult to determine the actual contribution of biofeedback. This paper proposes a VR system for breathing and relaxation training that: (i) uses biofeedback mechanisms based on multiple physiological measurements, (ii) provides a richer user experience through a narrative that unfolds in phases where the user is the main character and controls different elements of the virtual environment through biofeedback. To evaluate the system and to assess the actual contribution of biofeedback, we compared two conditions involving 35 participants: a biofeedback condition that exploited real-time measurements of user's breathing, skin conductance, and heart rate; and a placebo control condition, in which changes in the virtual environment followed physiological values recorded from a session with another user. The results showed that the proposed virtual experience helped users relax in both conditions, but real biofeedback produced results that were superior to placebo biofeedback, in terms of both relaxation and sense of presence. These outcomes highlight the important role that biofeedback can play in virtual reality systems for relaxation training, as well as the need for researchers to consider placebo conditions in evaluating this kind of systems.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"188 ","pages":"Article 103275"},"PeriodicalIF":5.4,"publicationDate":"2024-04-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1071581924000594/pdfft?md5=4535cdc0d947a4b827fb903b5c01e2d7&pid=1-s2.0-S1071581924000594-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140822608","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
EEBA: Efficient and ergonomic Big-Arm for distant object manipulation in VR EEBA:用于在 VR 中操作远处物体的高效且符合人体工学的大臂
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-04-25 DOI: 10.1016/j.ijhcs.2024.103273
Jian Wu , Lili Wang , Sio Kei Im , Chan Tong Lam
{"title":"EEBA: Efficient and ergonomic Big-Arm for distant object manipulation in VR","authors":"Jian Wu ,&nbsp;Lili Wang ,&nbsp;Sio Kei Im ,&nbsp;Chan Tong Lam","doi":"10.1016/j.ijhcs.2024.103273","DOIUrl":"10.1016/j.ijhcs.2024.103273","url":null,"abstract":"<div><p>Object manipulation is the most common form of interaction in virtual reality. We introduced an efficient and ergonomic Big-Arm method to improve the efficiency and comfort of manipulating distant objects in virtual reality. We prolong the upper arm and forearm lengths according to the maximum distance of the manipulation space and construct the linear mapping between the real and virtual elbow angle, which makes manipulation easier to control and more efficient. We propose an optimized elbow angle mapping to further improve the efficiency and comfort of distant object manipulation. Two user studies were designed and conducted to evaluate the performance of our optimized Big-Arm method. The results show that our method achieves significant improvement in efficiency, ergonomic performance, and task load reduction for manipulating the distant object (distance <span><math><mo>≥</mo></math></span>6 m) compared to the state-of-the-art methods. At the same time, our method exhibits superior usability.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"188 ","pages":"Article 103273"},"PeriodicalIF":5.4,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140790634","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
“Should I Introduce myself?”: Asynchronous semi-guided professional introductions for enhanced perceived team effectiveness in new virtual dyadic teams "我应该自我介绍吗?异步半引导式专业介绍,提高新型虚拟二元团队中的团队效能感知
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-04-24 DOI: 10.1016/j.ijhcs.2024.103279
George Catalin Muresan , Sebastian Mititelu , Josh Andres , m.c. schraefel
{"title":"“Should I Introduce myself?”: Asynchronous semi-guided professional introductions for enhanced perceived team effectiveness in new virtual dyadic teams","authors":"George Catalin Muresan ,&nbsp;Sebastian Mititelu ,&nbsp;Josh Andres ,&nbsp;m.c. schraefel","doi":"10.1016/j.ijhcs.2024.103279","DOIUrl":"10.1016/j.ijhcs.2024.103279","url":null,"abstract":"<div><p>Achieving effective collaboration and trust has been shown to be harder for virtual vs. in-person teams. Related work has confirmed that introductions are a key mechanism to form trust in newly-formed teams. The rise of remote work necessitated by the COVID-19 pandemic highlighted the need for accelerating the development of effective collaboration in virtual teams. In response to this need, based on the research around introductions and trust in team settings, we have developed a novel approach for virtual introductions. This is what we term as asynchronous, semi-guided, professional introductions. Participants pre-record an introduction that uses a set of professionally-focused questions and watch these introductions prior to the meeting. Our study examines the impact of these introductions on virtual teams in three conditions: video, text, and no introduction. In this study, we used the Team Diagnostic Survey post-task completion to assess team effectiveness and interpersonal processes of 28 dyads. Thematic coding was used to collect dyads’ experience and engagement. The introduction conditions demonstrated significantly improved collaboration, effectiveness, and engagement amongst participants. Notably, the video condition was particularly well-received by participants and resulted in higher levels of engagement and effectiveness compared to the text and no introduction conditions. Ultimately, the use of these introductions led to a marked increase in trust and collaboration amongst participants. We reflect on the effects of this finding in the mainstream and propose further research to support newly-formed virtual dyadic teams to increase team effectiveness. This study contributes to the existing literature by introducing a novel asynchronous, semi-guided approach to virtual dyadic team introductions, offering insights crucial for contemporary remote work dynamics.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"188 ","pages":"Article 103279"},"PeriodicalIF":5.4,"publicationDate":"2024-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1071581924000636/pdfft?md5=6285fc08b7e04132f0a68f3051857baa&pid=1-s2.0-S1071581924000636-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140764649","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Embedding equality, diversity and inclusion in usability testing: Recommendations and a research agenda 将平等、多样性和包容性纳入可用性测试:建议和研究议程
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-04-18 DOI: 10.1016/j.ijhcs.2024.103278
Sophie Rutter, Efpraxia Zamani , Jo McKenna-Aspell, Yuhua Wang
{"title":"Embedding equality, diversity and inclusion in usability testing: Recommendations and a research agenda","authors":"Sophie Rutter,&nbsp;Efpraxia Zamani ,&nbsp;Jo McKenna-Aspell,&nbsp;Yuhua Wang","doi":"10.1016/j.ijhcs.2024.103278","DOIUrl":"https://doi.org/10.1016/j.ijhcs.2024.103278","url":null,"abstract":"<div><p>Technologies support our everyday lives, and to ensure that people are not routinely excluded they must be <em>usable</em> by the wider population. However, technologies are not commonly tested with participants from a range of backgrounds. This paper reports on interviews and roundtable discussions with people whose identities can be underrepresented in usability testing and usability researchers to discuss how equality, diversity and inclusion (EDI) can be embedded in usability testing.</p><p>Key findings include (1) when people participate in research they need a sense of value, trust and agency, and (2) challenges for researchers for embedding EDI in usability testing include organisational pressures, stakeholder culture, getting guidance and recruiting who you need. Recommendations are made to researchers, and to the organisations that employ them. Additionally, we propose a research agenda for a community of users, creators of services and products, usability researchers, and all those advocating for EDI in usability research.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"188 ","pages":"Article 103278"},"PeriodicalIF":5.4,"publicationDate":"2024-04-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1071581924000624/pdfft?md5=9c3ab5bb51f7c746d98e3bab10e6f167&pid=1-s2.0-S1071581924000624-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140645797","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Peer-supplied credibility labels as an online misinformation intervention 将同伴提供的可信度标签作为一种网络误导干预措施
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-04-17 DOI: 10.1016/j.ijhcs.2024.103276
Saumya Pareek, Jorge Goncalves
{"title":"Peer-supplied credibility labels as an online misinformation intervention","authors":"Saumya Pareek,&nbsp;Jorge Goncalves","doi":"10.1016/j.ijhcs.2024.103276","DOIUrl":"https://doi.org/10.1016/j.ijhcs.2024.103276","url":null,"abstract":"<div><p>Misinformation is rampant on social media, and existing platform-supplied interventions offer limited effectiveness. In this study, we examine the effectiveness of credibility labels that dispute the accuracy of information when they are supplied by one’s peers at different levels of relationship closeness and political agreement. We investigate four variants of these labels using a 2 (<em>strong</em> vs. <em>weak</em> tie strength) x 2 (<em>high</em> vs. <em>low</em> political agreement) between-subjects factorial design. We find that credibility disputes raised by one’s co-partisans (peers with similar political beliefs) significantly reduced belief in misinformation, irrespective of one’s relationship closeness with the peer. Our findings also reveal that in contrast to prior literature, a peer’s knowledgeability may be more potent than trustworthiness in causing belief change, and that trust can sometimes manifest even in the credibility judgement of distant peers, when perceived to have expertise or a fact-checking tendency. We further highlight the dual nature of these credibility labels, discussing scenarios in which disputes by hyper-partisan members of the opposite party can enforce belief in misinformation. We conclude by discussing how peer-supplied credibility disputes can benefit social media, especially echo chambers with high political homophily, where disputes by a co-partisan may be met with less resistance and persuade significantly reduced belief in fake news.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"188 ","pages":"Article 103276"},"PeriodicalIF":5.4,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S1071581924000600/pdfft?md5=c342a4fad488053cf8d58b2d854e07e4&pid=1-s2.0-S1071581924000600-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140644667","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Impact of example-based XAI for neural networks on trust, understanding, and performance 基于实例的 XAI 对神经网络的信任、理解和性能的影响
IF 5.4 2区 计算机科学
International Journal of Human-Computer Studies Pub Date : 2024-04-17 DOI: 10.1016/j.ijhcs.2024.103277
Maya Perlmutter, Ryan Gifford, Samantha Krening
{"title":"Impact of example-based XAI for neural networks on trust, understanding, and performance","authors":"Maya Perlmutter,&nbsp;Ryan Gifford,&nbsp;Samantha Krening","doi":"10.1016/j.ijhcs.2024.103277","DOIUrl":"https://doi.org/10.1016/j.ijhcs.2024.103277","url":null,"abstract":"<div><p>The purpose of this study is to examine the impact of an example-based explainable artificial intelligence (XAI) interface on trust, understanding, and performance in highly-technical populations. XAI studies often focus on general users in low-risk domains. This study examined the impact of showing the closest matches from the training data from two classes on trust, understanding, and performance for highly-technical users in a high-risk domain. We found that providing example-based explanations significantly increased trust and understanding without decreasing performance. Showing the most similar examples from two classes increased trust more than showing examples from only one class. Participants did not treat different classes the same. The most important features for predicting how well an interface was understood were the helpfulness of the provided examples and the person's trust in the human-machine team. We found priming of highly-technical participants to be particularly important for running XAI studies to mitigate the fear of their jobs being impacted.</p></div>","PeriodicalId":54955,"journal":{"name":"International Journal of Human-Computer Studies","volume":"188 ","pages":"Article 103277"},"PeriodicalIF":5.4,"publicationDate":"2024-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140622588","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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