Iina Savolainen , Julia Brailovskaia , Anu Sirola , Magdalena Celuch , Atte Oksanen
{"title":"Just a few more minutes: Longitudinal and cross-national perspectives on the role of online identity bubbles in addictive internet use","authors":"Iina Savolainen , Julia Brailovskaia , Anu Sirola , Magdalena Celuch , Atte Oksanen","doi":"10.1016/j.chb.2025.108555","DOIUrl":"10.1016/j.chb.2025.108555","url":null,"abstract":"<div><h3>Background/aims</h3><div>Increasingly identity-based online presence raises concerns due to its potential contribution to addictive internet use. We report two separate studies of European adults, investigating how online identity bubbles relate to addictive internet use both cross-nationally and longitudinally.</div></div><div><h3>Methods</h3><div>Cross-national Study 1 involved participants aged 18–75 from Finland (N = 1541), France (N = 1561), Germany (N = 1529), Ireland (N = 1112), Italy (N = 1530), and Poland (N = 1533). Longitudinal Study 2 focused on Finnish participants (N = 1530) aged 18–75. Surveys were collected at six-month intervals from 2021 to 2023. Online identity bubble involvement was measured using the nine-item Identity Bubble Reinforcement Scale (IBRS-9). Addictive internet use was assessed with the Bergen Social Media Addiction Scale (BSMAS) in Study 1 and with the Compulsive Internet Use Scale (CIUS) in Study 2. Mental health factors and confounding internet behaviors, namely, problem gambling and internet gaming disorder were included in the models. The cross-national data were analyzed using robust regression modeling. Hybrid multilevel regression modeling was utilized for the longitudinal data.</div></div><div><h3>Results</h3><div>Study 1 found that online identity bubble involvement was consistently linked to addictive internet use across European countries. Addictive internet use was positively associated with mental distress and negatively with happiness. Happiness also buffered the impact of online identity bubbles on addictive use in five countries. Study 2 revealed that increased online identity bubble involvement over time predicted addictive internet use.</div></div><div><h3>Conclusions</h3><div>We found robust cross-national and longitudinal evidence that identity-based online engagement contributes to addictive internet use. General mental health is strongly associated with this phenomenon.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108555"},"PeriodicalIF":9.0,"publicationDate":"2025-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155548","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Is speed-watching a good idea? Potential metacognitive complications of watching instructional videos at faster speeds","authors":"Jode Keehr, Richard Reardon","doi":"10.1016/j.chb.2025.108556","DOIUrl":"10.1016/j.chb.2025.108556","url":null,"abstract":"<div><div>Online learning has become mainstream for many learners. To save time, many students “speed-watch” video lectures (play them at faster-than-original speed). Numerous studies have evaluated the effect of video speed on learning, concentrating on aspects such as comprehension and satisfaction. Yet few researchers have considered metacognitive impacts of speed watching, especially within the context of a complex learning environment. In this study, we investigated the relationships between video playback speed, interruptions, and learning performance. Learning was assessed using measures of recognition, elaboration, and confidence. We presented participants with lectures at 1x and 1.5x speeds, with or without interruption. Results revealed that speed-watching did not impair recognition performance, nor did it hinder elaboration. Interruptions hampered elaboration, regardless of video speed, leading to acceptable memory for content, but weaker connection of the newer material to other relevant memory content. Additionally, speed-watching resulted in less confidence in learning, <em>except</em> when interruptions were present. We discuss potential speed-watching effects on attention and metacognition, i.e., that attention was increased, albeit at the expense of confidence. We encourage students to consider their learning environment when choosing to speed-watch. Less confident learners may adjust strategies in ways that defeat the time advantage gained by faster playback.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108556"},"PeriodicalIF":9.0,"publicationDate":"2025-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Advanced theory of mind predicts adolescents’ evaluation of source benevolence while reading","authors":"Yann Dyoniziak , Anna Potocki , Morgane Burnel , Mônica Macedo-Rouet , Jean-François Rouet","doi":"10.1016/j.chb.2024.108552","DOIUrl":"10.1016/j.chb.2024.108552","url":null,"abstract":"<div><div>Sourcing skills support online readers' assessment of relevance by establishing the credibility of a message. But many adolescents struggle to efficiently engage in the critical evaluation of the information they read online. This study investigated the relationship between adolescents’ Advanced Theory of Mind (AToM), their executive and verbal skills, and their abilities to assess specific dimensions of source reliability (i.e‥, source expertise, benevolence, and level of editorial control). Seventy-six French eighth graders completed tasks assessing their AToM, lexical quality, Working Memory (WM) updating, and sourcing abilities. The data showed a statistically significant relation between AToM and source benevolence assessment, after controlling for WM and lexical quality, suggesting that AToM plays a role in inferring the intentions of sources. However, no statistically significant relationship was found between AToM and other source attributes such as expertise or editorial control. Additionally, no association was observed between WM and AToM or sourcing. These findings highlight the importance of considering AToM in understanding adolescents' sourcing abilities and suggest the need for specific perspective-taking training to support their critical reading.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108552"},"PeriodicalIF":9.0,"publicationDate":"2025-01-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Elevated loss sensitivity in the reward circuit in adolescents with video game but not social media addiction","authors":"Xu He , Yu Chen , Wei Zhang , Chiang-Shan R. Li","doi":"10.1016/j.chb.2025.108554","DOIUrl":"10.1016/j.chb.2025.108554","url":null,"abstract":"<div><div>Both video game addiction (VGA) and social media addiction (SMA) have been linked to dysfunction of the brain reward circuit. However, it remains unclear whether VGA or SMA have a bidirectional relationship with reward circuit dysfunction during development. The current study used a large longitudinal dataset from the Adolescent Brain and Cognitive Development (ABCD) study to explore the association between VGA, SMA, and longitudinal changes in neural processing of rewards and losses during a monetary incentive delay task. Significant VGA × time interactions were observed for loss-related neural activity were observed in left nucleus accumbens, bilateral insula, and right anterior cingulate cortex (ACC). Simple slope analysis revealed an increasing trend in neural responses to losses among participants with high levels of VGA. Additionally, time × neural loss sensitivity interactions predicted later VGA in the right amygdala and right ACC, suggesting that heightened loss sensitivity both influences and is influenced by VGA. In contrast, SMA showed no significant longitudinal associations with reward or loss sensitivity. These findings highlight a bidirectional relationship between VGA and neural loss sensitivity, while SMA was not implicated in similar patterns. These findings may provide valuable insights into the neural mechanisms underlying behavioral addiction.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108554"},"PeriodicalIF":9.0,"publicationDate":"2025-01-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155536","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Building resilience against online misinformation: A teacher-led training promoting evaluation strategies among lower secondary students","authors":"Philipp L. Marten, Marc Stadtler","doi":"10.1016/j.chb.2024.108548","DOIUrl":"10.1016/j.chb.2024.108548","url":null,"abstract":"<div><div>In a world characterized by widespread dissemination of misinformation online, it is crucial for individuals to acquire evaluation strategies at an early stage to make informed decisions about what and whom to trust. Drawing on the bidirectional model of first- and second-hand evaluation strategies, this study evaluated the effectiveness of a teacher-led <em>strategy training</em> for 7th and 8th grade students (<em>n</em> = 366)<strong>.</strong> The training promoted sourcing and corroboration strategies over four 90-min lessons, also incorporating novel exercises aimed at fostering corroboration for assessing potential deepfake videos. Trained participants were compared to an active control group that was taught a comprehensive understanding of misinformation. Three skill-based and two knowledge-based dependent variables were assessed at three measurement points. Results indicated that strategy training participants outperformed controls at both posttest and follow-up-test in their sourcing ability, demonstrated through increased discernment between credible and non-credible sources, as well as in corroborating misleading online claims. Additionally, the strategy training group demonstrated enhanced metastrategic knowledge about sourcing and corroboration. Contrary to the hypotheses, the training did neither improve performance in corroborating deepfake and genuine videos, nor did it reduce metastrategic knowledge about utilizing superficial appearance evaluation strategies for identifying deepfakes. The findings suggest that experienced teachers can effectively implement learning materials designed to cultivate evaluation strategies with moderate preparation efforts, yielding robust educational benefits for students. Overall, the results provide preliminary evidence that a training designed to promote sourcing and corroboration can enhance lower secondary students’ capacities to identify reliable information and credible sources.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108548"},"PeriodicalIF":9.0,"publicationDate":"2024-12-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143154587","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"The impact of rational and experiential thinking styles on resource allocation in human - Computer fighting games","authors":"Juexi Liu , Qiyue Yin , Kaiqi Huang , Lei Zhu","doi":"10.1016/j.chb.2024.108553","DOIUrl":"10.1016/j.chb.2024.108553","url":null,"abstract":"<div><div>Given the importance of resource allocation strategies in various competitive situations, especially in human-computer competitions ranging from personal activities to business planning, the present studies tested how personal cognitive traits (i.e., thinking styles) were associated with resource allocation in both human-human (Study 4) and human-computer (Studies 1, 2, and 3) competitions. Four different fighting games were used and resource allocation was analyzed from three aspects: strategy, risk-taking, and concentration on focal information. It was found that individuals with rational thinking styles were more adaptive to competitive situations by flexibly using more strategic resource allocation plans, being less risky, and focusing more on focal information than those with experiential thinking styles. These findings not only theoretically fill gaps in understanding how stable personal traits relate to resource allocation behaviors, but also provide practice references for opponent modeling in AI system design.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108553"},"PeriodicalIF":9.0,"publicationDate":"2024-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155534","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Rob Eschmann , Lei Guo , Jacob Groshek , Phillipe Copeland , Alex Rochefort
{"title":"Uncivil for Civil Rights: A machine learning and qualitative analysis of incivility in the X-based conversation about Black Lives Matter","authors":"Rob Eschmann , Lei Guo , Jacob Groshek , Phillipe Copeland , Alex Rochefort","doi":"10.1016/j.chb.2024.108543","DOIUrl":"10.1016/j.chb.2024.108543","url":null,"abstract":"<div><div>How does the online disinhibition effect impact communication about the Movement for Black Lives? To answer this question we first use a machine learning algorithm to analyze uncivil language in 1,945,494 tweets from the Black Lives Matter conversation. Mobile users and users in the #BlackLivesMatter hashtag were more likely to use uncivil language than non-mobile users. We also examine a random sample of 993 uncivil tweets in the Movement for Black Lives conversation, and find that many of the users in our qualitative data set employed uncivil language in order to critique racism, and discuss the implications for research using automatic processing to detect uncivil language or hate speech.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"166 ","pages":"Article 108543"},"PeriodicalIF":9.0,"publicationDate":"2024-12-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143302358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"AI-driven personalization: Unraveling consumer perceptions in social media engagement","authors":"Tanawat Teepapal","doi":"10.1016/j.chb.2024.108549","DOIUrl":"10.1016/j.chb.2024.108549","url":null,"abstract":"<div><div>This study advances our understanding of the impact of personalized stimuli driven by artificial intelligence on consumer engagement in social media marketing. The research develops and examines an extensive S-O-R model, linking AI stimuli to customer perceptions of trust, privacy concerns, perceived usefulness, and, consequently, consumer engagement. Structural equation modeling was utilized to examine the gathered data and evaluate the hypotheses. The results confirm the hypothesis that AI-enabled personalization positively influences trust, privacy concerns, and perceived usefulness. Trust and perceived usefulness positively impact consumer engagement, while privacy concerns do not. Unexpectedly, AI-enabled personalization doesn't significantly affect customer engagement. By exploring the mediating roles of consumer perceptions, the results emphasize perceived utility and trust as a significant mediating factor, underscoring its crucial contribution to fostering positive interactions between users and technology. The research extends the SOR model in understanding AI's impact on consumer engagement, emphasizing trust and perceived usefulness as crucial mediators. For practical implications, businesses in social media marketing should prioritize trust-building, enhance user experience, address privacy concerns, and adopt a customer-centric approach. These insights provide valuable guidance for navigating AI driven personalization dynamics in social media marketing.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108549"},"PeriodicalIF":9.0,"publicationDate":"2024-12-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155241","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Xin Wang , Winnie W.S. Mak , Samuel Y.S. Wong , Xue Yang
{"title":"Comorbidity patterns of Internet-use problems with traditional emotional and behavioral problems among Chinese adolescents: A latent class analysis","authors":"Xin Wang , Winnie W.S. Mak , Samuel Y.S. Wong , Xue Yang","doi":"10.1016/j.chb.2024.108551","DOIUrl":"10.1016/j.chb.2024.108551","url":null,"abstract":"<div><div>This study aimed to identify the co-occurring patterns of Internet-use problems and traditional emotional and behavioral problems among Chinese adolescents. Intrapersonal, interpersonal, and environmental factors associated with the comorbidity profiles were also investigated. Latent class analysis was conducted by gender using a large-scale sample of adolescents in Hong Kong (<em>n</em> = 11,887). The three-class solution best fitted the data for both sexes, but different patterns in boys and girls were discernible: INTERNET class was characterized by boys displaying high probabilities of reporting Internet-related problems but low probabilities of having traditional problems. TRADIT class consisted of girls displaying high probabilities of reporting traditional emotional and behavioral problems but low probabilities of having Internet-related problems. TRADIT-INTERNET class included adolescents of both genders with a high probability of having both Internet-related problems and traditional problems. HEALTH class was characterized by participants of both genders with low probabilities of reporting any emotional and behavioral problems. Results of multinomial logistic models indicated that stress and resilience from multiple socio-ecological systems contributed to the different co-occurring patterns among adolescents. The identified patterns and factors will guide the development of cost-effective, efficient, and transdiagnostic interventions specific to different classes of boys and girls.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108551"},"PeriodicalIF":9.0,"publicationDate":"2024-12-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155532","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Julian Kauk , Edda Humprecht , Helene Kreysa , Stefan R. Schweinberger
{"title":"Large-scale analysis of online social data on the long-term sentiment and content dynamics of online (mis)information","authors":"Julian Kauk , Edda Humprecht , Helene Kreysa , Stefan R. Schweinberger","doi":"10.1016/j.chb.2024.108546","DOIUrl":"10.1016/j.chb.2024.108546","url":null,"abstract":"<div><div>The widespread dissemination of online misinformation poses a significant threat to both our information ecosystem and the decision-making processes of individuals and societies. While prior research has extensively examined the static characteristics of misinformation, its long-term evolution remains underexplored. This study addresses this gap by analyzing a dataset from Twitter (now “X”) comprising approximately two million tweets related to 366 fact-checked stories. Consistent with existing research, misinformation carried more negative emotions, particularly disgust and anger, compared to true information, while positive emotions were notably suppressed. Importantly, over time, misinformation became increasingly negative, a trend that was not observed for true information. Furthermore, we found a decreasing trend in positive emotions for misinformation, which was not mirrored in true information. These temporal sentiment dynamics were not attributable to differing content dynamics, as there was no evidence that the dominant narratives of false and true stories evolved differently. These findings underscore the importance of studying the temporal dynamics of online (mis)information; however, as our data was limited to fact-checked stories, it may not fully represent all information shared online. Nevertheless, these findings can (i) aid the efforts of politicians, journalists, social media providers, and the public in fostering a resilient information ecosystem, and (ii) inspire further research into areas such as the influence of source credibility, cross-platform generalizability, and underlying psychological mechanisms.</div></div>","PeriodicalId":48471,"journal":{"name":"Computers in Human Behavior","volume":"165 ","pages":"Article 108546"},"PeriodicalIF":9.0,"publicationDate":"2024-12-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143155531","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}