Human Behavior and Emerging Technologies最新文献

{"title":"A (Mid)journey Through Reality: Assessing Accuracy, Impostor Bias, and Automation Bias in Human Detection of AI-Generated Images","authors":"Mirko Casu,&nbsp;Luca Guarnera,&nbsp;Ignazio Zangara,&nbsp;Pasquale Caponnetto,&nbsp;Sebastiano Battiato","doi":"10.1155/hbe2/9977058","DOIUrl":"https://doi.org/10.1155/hbe2/9977058","url":null,"abstract":"<p>While the challenge of distinguishing AI-generated from real images is widely acknowledged, the specific cognitive biases that systematically shape human judgment in this domain remain poorly understood. It is particularly unclear how a general awareness of AI capabilities fosters novel biases, like a pervasive skepticism (“impostor bias”), and how this interacts with established phenomena like “automation bias”. This study addresses this gap by providing the first quantitative analysis of how these two biases operate across five distinct experimental variants designed to test the context-dependency of human perception. Through a mixed-methods study with 746 participants, we demonstrate that human authentication accuracy hovered around chance levels (ranging from 47.0% to 55.5%). However, our analysis provides robust evidence for the systematic operation of cognitive biases. We validate the presence of “impostor bias” through a consistent pattern of higher doubt for AI-generated images and confirm “automation bias” through significant opinion changes following algorithmic suggestions. Our findings reveal that these biases are not uniform across populations: gender was a consistent predictor of automation bias, with males in all five variants showing a significantly stronger and more consistent tendency (Cohen’s <i>d</i> = 0.254–0.683) to be influenced by algorithmic suggestions. In contrast, age and academic background had minimal and highly localized effects. Furthermore, we identified a significant interaction between experimental stimuli and performance over time, isolating a pronounced fatigue effect to a single questionnaire variant where accuracy progressively declined (by approximately 1.7% per trial). By integrating human feedback with Grad-CAM visualizations, we confirm a divergence between human holistic evaluation and the localized focus of machine learning models. These findings carry direct implications for policy, as discussed within the context of the European AI Act, and inform the design of human–AI systems and media literacy programs aimed at mitigating these critical cognitive vulnerabilities.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/9977058","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145038241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Green ICT Adoption for Sustainable Development: The Moderating Role of Firm Size","authors":"Herman Mandari","doi":"10.1155/hbe2/5515194","DOIUrl":"https://doi.org/10.1155/hbe2/5515194","url":null,"abstract":"<p>The adoption of green ICT (GI) is considered the best alternative to address the challenges that arise due to the massive use of ICT devices in the fourth industrial revolution. Despite its advantages regarding addressing sustainable environmental challenges, its adoption in developing economies is still very low. Furthermore, the available study on green technology adoption has less considered the impact of firm size on the adoption. Therefore, this study adopts the TOE model to examine the adoption of GI in Tanzania. Additionally, the study examines the moderating effect of firm size on adopting the GI. Data from 211 purposively sampled organizations were analyzed using partial least squares structural equation modeling. Findings revealed that relative advantage, compatibility, government support, employee knowledge, top management support, and competitor pressure significantly influence the adoption of GI. Additionally, firm size moderates the relationship between compatibility and GI as well as competitor pressure and GI. The study has further provided recommendations that could help policymakers and scholars with the adoption of GI technology.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/5515194","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144934990","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Understanding the Sequential Pathways of Punitive Supervision and Employee Outcomes: Applying Hayes’ PROCESS Macro With Supervised Machine Learning","authors":"Saira Ahmed,&nbsp;Sadia Farooq,&nbsp;Ghulam Abid,&nbsp;Anas Abudaqa","doi":"10.1155/hbe2/7807392","DOIUrl":"https://doi.org/10.1155/hbe2/7807392","url":null,"abstract":"<p>Nonwork-related internet usage is catastrophic for organizations since cyberloafing violates work ethics. The time and effort directed toward cyberloafing were meant to be invested in work-related obligations. Cyberloafing magnifies in the presence of punitive supervision, as it is a potential threat to employees’ psychological well-being. This study investigated the sequential mediation of stress and cyberloafing between punitive supervision and turnover intention. A cross-sectional design was utilized to obtain empirical data from 2008 working individuals from diverse sectors. A nonprobability purposive sampling technique was used to select the respondents. Hayes’ PROCESS Macro Model 6 was used to test the sequential mediation model. For supervised machine learning, the Python programming language and Google Colaboratory were employed as critical tools for conducting experiments to validate the research findings. This study highlighted cyberloafing as counterproductive work behavior catalyzed by punitive supervision. The diverse negative constructs with argumentation from the COR theory enriched the theoretical frameworks for understanding the psychological orientations of employees at work. The study findings facilitate fostering a supportive organizational culture for reducing turnover and enhancing well-being. This study highlights the role of workplace stability and efficiency for sustainable economic growth because a socially sustainable organization can make employees feel valued and reduce turnover. Both integrated methodologies demonstrate the hypothesized sequential mediation model. The theoretical and practical implications and directions for further studies are also discussed.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/7807392","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144935281","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Mapping Phubbing Research: A 10-Year Bibliometric Exploration (2014–2024)","authors":"Jia Yuin Fam,&nbsp;Huiye Yip,&nbsp;Shin Ling Wu,&nbsp;Chin Choo Yap","doi":"10.1155/hbe2/6017710","DOIUrl":"https://doi.org/10.1155/hbe2/6017710","url":null,"abstract":"<p>The antecedents and consequences of phubbing—ignoring others in favor of mobile phone use—have attracted a growing interest among researchers. Despite the increased attention, the field still lacks a cohesive framework to guide future research and practical interventions. To address this gap, this bibliometric review was aimed at mapping the knowledge structure of phubbing research. A total of 444 phubbing-related publications were retrieved from the Scopus database for analyses. The performance analysis highlighted key research constituents, including leading authors, journals, and institutions. Science mapping revealed three cocitation clusters and four coword clusters, shedding light on the theoretical foundations and themes in the literature. The findings underscore the need for further psychometric refinement, exploration of media use in familial contexts, and the conceptualization of phubbing as a process. This review provides insights into phubbing research and offers research directions for future studies.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/6017710","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144929888","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Augmenting Education: The Transformative Power of AR, AI, and Emerging Technologies","authors":"Neha Garg,&nbsp;Amanpreet Kaur,&nbsp;Faizan Ahmad,&nbsp;Rubina Dutta","doi":"10.1155/hbe2/5681184","DOIUrl":"https://doi.org/10.1155/hbe2/5681184","url":null,"abstract":"<p>Augmented reality (AR) reshapes the educational landscape by seamlessly blending digital content with physical environments to create highly immersive, interactive, and engaging learning experiences. This paper presents a comprehensive systematic literature review (SLR) of 35 peer-reviewed studies to evaluate the current state of AR integration in education critically. The review analyzes key variables such as skills acquisition, pedagogical frameworks, technological features, and domain-specific applications to understand the broader impact of AR on teaching and learning. The findings reveal that AR significantly enhances student engagement (37.14%), learning experiences (34.29%), and motivation (22.86%), making it a powerful tool for fostering active participation and long-term knowledge retention. Widely adopted AR technologies include AR toolkits, 3D AR models, mobile AR applications, and marker-based/markerless systems, which support hands-on learning across diverse disciplines. The study also highlights the pedagogical versatility of AR, showing strong alignment with models such as constructivist learning, inquiry-based learning, flipped classrooms, and experiential learning, enabling educators to tailor instructional strategies to diverse student needs. In terms of disciplinary reach, AR is most prevalent in general education (27.77%) and engineering (22.22%), followed by applications in science, chemistry, medical education, and STEM. However, the review also identifies underexplored areas, particularly the limited focus on academic achievement, visualization improvement, and content realism, especially in fields like medicine and science where accurate simulations are critical. To address these gaps, the paper explores the potential of AI-powered chatbots as a complement to AR environments. These intelligent systems offer real-time, personalized feedback, enabling adaptive learning pathways that respond to individual performance and cognitive development. The integration of AI enhances AR by making learning more inclusive, student-centered, and efficient, particularly beneficial for learners with diverse needs and learning paces. Despite the transformative potential of AR, challenges such as accessibility, cost, usability, and teacher readiness remain significant barriers to large-scale adoption. The National Education Policy (NEP) 2020 and NCERT support future educational frameworks to integrate AR and AI into curriculum design for underserved and multilingual contexts. This paper supports the development of inclusive AR systems that scale up and follow pedagogical principles to enhance experiential learning and digital equity, and cognitive development in various educational settings.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/5681184","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144935282","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Bibliometric and Network Analysis of Phygital Research Using VOSviewer Software","authors":"Mohammad Bakhnoo,&nbsp;Reza Rostamzadeh,&nbsp;Amin Babazadeh Sangar,&nbsp;Kamran Sarhangi","doi":"10.1155/hbe2/3596211","DOIUrl":"https://doi.org/10.1155/hbe2/3596211","url":null,"abstract":"<p>The notion of phygital, characterized by the convergence of physical and digital experiences, has garnered significant interest in both scientific and industrial domains in recent years. This research employed bibliometric techniques to assess the landscape of phygital research within the Scopus database. A total of 322 studies were identified from 2007 to 2025 through an unrestricted search for the term “phygital.” Initially, the analysis focused on the temporal trends of publications and citations, subject areas, leading nations, prominent journals, key authors, and funding sources associated with phygital research as recorded in the Scopus database. Subsequently, collaboration networks, key concept analysis, and co-occurrence analysis of the studies were conducted utilizing VOSviewer software. The results indicate a marked increase in both publications and citations in this field, particularly since 2020. An exploration of the conceptual clusters within this domain, facilitated by VOSviewer, reveals five principal axes, each categorized broadly: the cluster of new technologies, the cluster of smart tools and technologies, the cluster of phygital economy, the cluster of human–computer interaction, and the cluster of culture and crises. Furthermore, recent studies have shown a heightened focus on concepts such as the metaverse, customer experience, and virtual reality among researchers. This study clarifies existing research gaps and highlights future phygital directions, including its integration with the metaverse, enhancing customer experience, and applying virtual reality, augmented reality, and artificial intelligence for increased productivity within phygital platforms. Ultimately, this study serves as a valuable resource for researchers, academic centers, and industrial decision-makers.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-09-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/3596211","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144927686","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Problematic Media Use Measure: Brazilian Adaptation and Correlations","authors":"Thayro Andrade Carvalho,&nbsp;Carlos Eduardo Pimentel,&nbsp;Sarah E. Domoff,&nbsp;Isabela Leandra Silva Santos,&nbsp;Ana Raquel de Oliveira","doi":"10.1155/hbe2/2134363","DOIUrl":"https://doi.org/10.1155/hbe2/2134363","url":null,"abstract":"<p>In the Brazilian context, excessive media use among children is a significant issue. To assist investigations in this field, the present research is aimed at translating and validating the problematic media use measure (PMUM) in Brazil. The PMUM assesses excessive or problematic media use by children, based on their parents’ perception. The adapted Brazilian Portuguese version of the PMUM was administered online to a total of 401 parents (two studies, 200 and 201 participants, respectively) of children between 5 and 12 years old, from all over Brazil. The results indicated that PMUM presented a single-factor structure similar to the original version, with satisfactory internal consistency and model-fit indices. Furthermore, higher screen media use hours and limited parental control of screen media associated with higher PMUM scores. These results support the use of the PMUM in Brazil and highlight the importance of parenting factors regarding problematic media use in children.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/2134363","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144918737","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Talent Retention of Information Technology Professionals in Light of Employee Experience: Artifact Proposition","authors":"Sabrina K. Santos,&nbsp;José Carlos da Silva Freitas Junior,&nbsp;Patrícia M. F. Cabral","doi":"10.1155/hbe2/5462842","DOIUrl":"https://doi.org/10.1155/hbe2/5462842","url":null,"abstract":"<p>The information technology (IT) sector in Brazil remains highly competitive in attracting and retaining skilled professionals, despite global layoffs by major tech companies. This study is aimed at developing and validating a comprehensive instrument for measuring employee experience, providing actionable insights to enhance talent retention. Employing a mixed-methods approach guided by the design science research (DSR) framework, data were collected from IT professionals, including employees, interns, and outsourced contractors based in Brazil. A validated employee experience questionnaire underwent exploratory factor analysis (EFA) to ensure its construct validity. Findings revealed gaps in the employee experience, particularly among outsourced contractors, which informed the development of a dashboard artifact designed to address three critical stages of the employee journey: onboarding, monitoring, and offboarding. This study offers both theoretical and practical contributions, including a validated tool for measuring employee experience and a replicable framework for improving retention strategies in IT and other industries. Implications highlight the potential for enhanced talent management practices and sustained organizational performance.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/5462842","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144918738","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Applying the Theory of Planned Behavior to Explore the Role of Blockchain Technology in Consumers’ Sustainable Consumption: A Multigroup Analysis of Gender","authors":"Thanh Tung Dao,&nbsp;Thi Thanh Hoa Phan,&nbsp;Thi Viet Nga Ngo,&nbsp;Cong Doanh Duong,&nbsp;Trong Nghia Vu","doi":"10.1155/hbe2/1787273","DOIUrl":"https://doi.org/10.1155/hbe2/1787273","url":null,"abstract":"<p>Although blockchain technology has been extensively studied in supply chain research, relatively little is known about the consumer-level processes that translate blockchain-enabled traceability into purchase behavior in the organic food sector. Drawing on the theory of planned behavior, this study examined how blockchain-enabled traceability and perceived blockchain-related information transparency shape consumers’ organic food purchase intentions, with attention to gender differences. Utilizing structural equation modeling on data from 5,326 Vietnamese consumers, the findings revealed that both blockchain-enabled traceability and perceived blockchain-related information transparency directly and positively impacted attitudes and perceived behavioral control. While perceived blockchain-related information transparency directly affected purchase intentions, blockchain-enabled traceability did not; rather, it had an indirect effect through attitudes and perceived behavioral control. Subjective norms related to perceived behavioral controldid not significantly affect attitudes or purchase intentions. Furthermore, several of these relationships varied by gender. These findings underscored the importance of transparency and traceability in shaping favorable consumer perceptions and intentions to purchase organic foods. They also provided practical insights for leveraging blockchain technology and tailoring communication strategies to gender-specific preferences to foster consumer trust and promote sustainable purchasing behaviors.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/1787273","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144897388","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

{"title":"Immersive Technologies for Inclusive Digital Education: A Systematic Survey","authors":"Camilla Poggianti,&nbsp;Stefano Chessa,&nbsp;Susanna Pelagatti,&nbsp;Alexander Kocian","doi":"10.1155/hbe2/8888303","DOIUrl":"https://doi.org/10.1155/hbe2/8888303","url":null,"abstract":"<p>This systematic survey examines the use of immersive technologies in formal and informal educational contexts, focusing on inclusion and accessibility for people with disabilities. Immersive technologies are defined here as those that fall under the umbrella of extended reality (XR), including augmented reality (AR), virtual reality (VR), and mixed reality (MR)—technologies that combine physical and digital environments to create interactive experiences. Grounded in the universal design for learning (UDL) framework (a framework that promotes inclusive education through the principles of multiple means of representation, action and expression, and engagement), this study investigates how immersive technologies can support diverse learners. In contrast to previous reviews, which often focus on specific disciplines or age groups, this work takes a thematic approach that considers multiple dimensions: the type of XR technology, the educational context, the target demographic, adherence to UDL, and disability considerations. Using the PRISMA methodology, the survey systematically analyzes 32 research papers identified in five major databases and published between 2013 and 2023. The results show that 46.9% of the studies use AR, 37.5% use VR, and 15.6% integrate both. Twenty-two studies take place in academic settings (e.g., schools and universities), while others focus on informal contexts such as cultural heritage and life skills. However, only 40.6% explicitly apply the UDL framework, and less than half directly address specific disabilities, although XR has the potential to promote inclusion. Furthermore, 18 studies focus on STEM disciplines and higher education, indicating an imbalance in literature coverage. Although immersive technologies show promise to promote inclusion, our work emphasizes the need to combine XR technologies with established pedagogical models to better support diverse learners. Accordingly, the survey identifies a set of recommendations for researchers, developers, and educators to guide the implementation of more inclusive and pedagogically sound XR-based educational environments.</p>","PeriodicalId":36408,"journal":{"name":"Human Behavior and Emerging Technologies","volume":"2025 1","pages":""},"PeriodicalIF":3.0,"publicationDate":"2025-08-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/hbe2/8888303","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144888415","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}