Information Systems Frontiers最新文献_第3页

Can Larger Language Models Always Perform Better? A Comparison of GPT, FinBERT, and Dictionaries in Evaluating Management Sentiment 更大的语言模型总是表现得更好吗？GPT、FinBERT和字典在评估管理情绪中的比较

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-25 DOI: 10.1007/s10796-026-10806-3

Xu Yang, Peng Liang, Indranil Bose, Nan Hu

引用次数: 0

The Power of Tourists: Exploring How Tourists’ Textual Inputs Influence AI Response and Interaction Quality 游客的力量：探索游客文本输入如何影响人工智能响应和互动质量

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-15 DOI: 10.1007/s10796-026-10805-4

Yuexin Zhao, Long Lyu, Hongyu Zhang, Yingjie Gao

引用次数: 0

The Complementarity Paradox: Human-AI Collaboration, Overreliance, and Skill Decline in Entrepreneurial Contexts 互补性悖论：人类与人工智能的合作、过度依赖和创业环境中的技能下降

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-15 DOI: 10.1007/s10796-026-10804-5

Srinivas Subramanya, Satish Krishnan, Nasreen Azad

{"title":"The Complementarity Paradox: Human-AI Collaboration, Overreliance, and Skill Decline in Entrepreneurial Contexts","authors":"Srinivas Subramanya, Satish Krishnan, Nasreen Azad","doi":"10.1007/s10796-026-10804-5","DOIUrl":"https://doi.org/10.1007/s10796-026-10804-5","url":null,"abstract":"Generative Artificial Intelligence (GenAI) is beginning to reconfigure how entrepreneurial work is organized. Professionals with a strong individual entrepreneurial orientation are often among the earliest and most enthusiastic adopters, yet this same zeal can set in motion a chain of effects that may ultimately undermine essential skills. Drawing on cognitive offloading theory and skill decay literature, we conceptualize GenAI use as collaboration depth and GenAI dependence as collaboration asymmetry. We theorize a sequential mechanism in which individual entrepreneurial orientation prompts deeper collaboration with GenAI, sustained collaboration tends to cultivate GenAI dependence, and dependence in turn is associated with perceived erosion of professional skills. We further argue that a strong long-term orientation can amplify the conversion of collaboration depth into dependence, since future-focused individuals may reframe routine use as a strategic investment and assign less immediate priority to corrective practice. Survey data from 143 knowledge workers across five countries are broadly consistent with this account and point to what we term a hustle-to-handicap pattern: when entrepreneurial ambition meets GenAI under a long-term outlook, perceived skill erosion appears to emerge through sustained behavior rather than through disposition alone. The study contributes to the emerging information systems conversation on human-AI collaboration by illuminating how entrepreneurial and temporal orientations shape the conditions under which GenAI may shift from augmenting capability toward perceived capability erosion.","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"16 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148728771","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Deep Learning for Multi-Touch Attribution in Online Advertising: A Comparative Study 深度学习在网络广告中的多点触控归因研究

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-11 DOI: 10.1007/s10796-026-10800-9

Tao Xue, Panyu Zhai, Yanwu Yang, Yanling Li

引用次数: 0

Cybersecurity Strategies in European SMEs: Navigating Digital Risks and Enhancing Cyber Resilience 欧洲中小企业的网络安全战略：驾驭数字风险和增强网络弹性

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-08 DOI: 10.1007/s10796-026-10801-8

Nessrine Omrani, Benedikt Wilke, Sascha Kraus, Dominik K. Kanbach

{"title":"Cybersecurity Strategies in European SMEs: Navigating Digital Risks and Enhancing Cyber Resilience","authors":"Nessrine Omrani, Benedikt Wilke, Sascha Kraus, Dominik K. Kanbach","doi":"10.1007/s10796-026-10801-8","DOIUrl":"https://doi.org/10.1007/s10796-026-10801-8","url":null,"abstract":"Cybercrime rates have increased rapidly during the last decades, resulting in cybercrimes becoming common crimes and leading to the importance of companies’ attention to cybercrime experience. Therefore, this study examines cybercrime experience and provides insights into the companies’ concern, level of information about cybercrime risks and training requirements in SMEs. An empirical analysis is conducted using a dataset collected in Europe in 2021 among more than 12,000 representative respondents of European SMEs. The results show that a higher awareness of cyber risk correlates with fewer cybercrime incidents. However, increased cybersecurity training results in increased reporting of cybercrime incidents. This suggests that increased training improves detection capabilities or that companies’ responses to cybercrime incidents are typically reactive. Increased digitalization is associated with a rise in cybercrime incidents. Therefore, recommended cybersecurity strategies for SMEs include ongoing cybersecurity training programs and the cultivation of a proactive cybersecurity culture to effectively mitigate risks.","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"20 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-08-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148690892","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Can We Trust What We See? Interpretable Deep Learning for Detecting Face-Swapped Deepfake Videos 我们能相信我们所看到的吗？用于检测人脸交换深度假视频的可解释深度学习

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-08 DOI: 10.1007/s10796-026-10793-5

Anima Pramanik, Soumick Sarker, Sobhan Sarkar, Indranil Bose

引用次数: 0

Bridging the Gap in Health Information Systems Adoption: What Healthcare Professionals Want you to Know? 弥合卫生信息系统采用的差距：卫生保健专业人员想让你知道什么？

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-05 DOI: 10.1007/s10796-026-10803-6

Abey Jose, Maneesh Kumar, Alejandro F. Mac Cawley, Guilherme Luz Tortorella, Muhammad Fazal Ijaz, Roberto Vassolo, Manisha Kumar, Nick Rich

引用次数: 0

Towards a Problem-Oriented Domain Adaptation Framework for Machine Learning 面向问题的机器学习领域自适应框架

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-08-05 DOI: 10.1007/s10796-026-10799-z

Philipp Spitzer, Dominik Martin, Laurin Eichberger, Niklas Kühl

{"title":"Towards a Problem-Oriented Domain Adaptation Framework for Machine Learning","authors":"Philipp Spitzer, Dominik Martin, Laurin Eichberger, Niklas Kühl","doi":"10.1007/s10796-026-10799-z","DOIUrl":"https://doi.org/10.1007/s10796-026-10799-z","url":null,"abstract":"Domain adaptation is a sub-field of machine learning that involves transferring knowledge from a source domain to perform the same task in a target domain. This challenge commonly arises when data is obtained from multiple sources or when working with datasets that evolve over time. While recent advances offer promising methods, researchers and practitioners still struggle to determine whether domain adaptation is suitable for a given problem—and subsequently, which approach to select. This article develops a problem-oriented framework for domain adaptation through a systematic, iterative development and evaluation methodology, refined through three evaluation episodes. The framework distinguishes five domain adaptation scenarios, provides tailored recommendations for addressing each scenario, and offers practical guidelines for identifying the appropriate scenario for a given problem. Through multiple evaluation episodes, we tested the framework on both artificial and real-world datasets, as well as through an experimental study with 100 participants. The evaluation demonstrates that the framework correctly categorized all three real-world problem instances examined and significantly improved practitioners’ diagnostic accuracy in the controlled experiment. In summary, we provide clear, actionable guidance for researchers and practitioners seeking to employ domain adaptation techniques, even without specialized domain adaptation expertise.","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"2017 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-08-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148690893","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

The Lasting Impact of the First Comment in Short Videos 短视频中第一条评论的持久影响

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-07-25 DOI: 10.1007/s10796-026-10791-7

Xiaochen Ma, Yangyin Lin, Qiang Ye, Hao Xia

引用次数: 0

An LLM-based Fact-Checking Approach for Multilingual Fake News Detection in Short-Form Video News 基于法学硕士的短视频新闻多语种假新闻检测方法

IF 5.9 3区管理学

Information Systems Frontiers Pub Date : 2026-07-22 DOI: 10.1007/s10796-026-10755-x

Xu Lian, Jinsoo Park, Jihae Suh

引用次数: 0