Information Systems Frontiers最新文献

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Hyperledger Fabric-Powered Network Slicing Handover Authentication
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-12-21 DOI: 10.1007/s10796-024-10564-0
Igugu Tshisekedi Etienne, Muhammad Firdaus, Cho Nwe Zin Latt, Siwan Noh, Kyung-Hyune Rhee
{"title":"Hyperledger Fabric-Powered Network Slicing Handover Authentication","authors":"Igugu Tshisekedi Etienne, Muhammad Firdaus, Cho Nwe Zin Latt, Siwan Noh, Kyung-Hyune Rhee","doi":"10.1007/s10796-024-10564-0","DOIUrl":"https://doi.org/10.1007/s10796-024-10564-0","url":null,"abstract":"<p>Network slicing is a 5G concept that virtualizes the physical network infrastructure to accommodate multiple service requirements on the same network, where each slice manages diverse needs and ensures their coexistence. In this work, we leverage blockchain technology to strengthen the security of handover authentication (HA) processes in network slicing systems.The proposed system addresses the challenge of reducing latency during handovers by incorporating a hybrid on-chain/off-chain model, optimizing the balance between security and speed. It employs the Raft consensus mechanism, which offers lower latency compared to more traditional consensus protocols such as PBFT. It establishes a decentralized registry for recording transfer events, streamlining user equipment (UE) identification verification, and improving HA efficiency. Moreover, we also introduce a three-component model: network slicing, user environments, and a Hyperledger Fabric (HLF) blockchain for authentication and authorization, which enhances the user experience by minimizing delays, ensuring data privacy, and providing scalability. By leveraging edge computing in conjunction with network slicing, the system further reduces latency, making it more efficient for real-time applications in dynamic mobile environments. Performance experiments indicate satisfactory scalability and maintained service quality under increasing throughput, affirming the suitability of the HLF-based system for managing network scenarios. Furthermore, the system’s modular design ensures compatibility with existing authentication protocols, such as AKA and EAP, enabling seamless integration with legacy systems. Consequently, this work enhances network security and service quality, especially in network slicing, HA, and employing HLF for privacy and security solutions. As 5G networks continue to evolve toward 6G, this system’s scalability and flexibility offer a promising approach to addressing future challenges in secure and efficient handover authentication.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"53 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-12-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142867096","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
Unfreezing the Freelancers: Investigating the Strategy of Digital Platform-Based Instant Messaging Communication in Increasing Freelancers’ Response in Gig Economy
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-12-12 DOI: 10.1007/s10796-024-10560-4
Baile Lu, La Ta, Hongyan Dai, Xun Xu, Wanfeng Yan, Zhiyu Zhang
{"title":"Unfreezing the Freelancers: Investigating the Strategy of Digital Platform-Based Instant Messaging Communication in Increasing Freelancers’ Response in Gig Economy","authors":"Baile Lu, La Ta, Hongyan Dai, Xun Xu, Wanfeng Yan, Zhiyu Zhang","doi":"10.1007/s10796-024-10560-4","DOIUrl":"https://doi.org/10.1007/s10796-024-10560-4","url":null,"abstract":"<p>With the rapid development of information technology, the gig labor marketplace is fast growing, with digital platform-based instant messaging (IM) playing an important role in raising freelancers’ orders, serving the intention for the crowdsourcing platforms to increase capacity to balance supply and demand. Using a large-scale field experiment on a crowdsourcing freight platform, this study investigates the impact of IM on freelancers’ response rate of orders. Our findings suggest the effects of IM depend on its content and information richness level. Task-relevant information in IM increases the freelancers’ response rate, especially for the priority commitment information, compared with order price information. In addition, although adding task-irrelevant information in IM decreases the freelancers’ response rate, it does not mean the less task-irrelevant information results in a weaker negative IM effect. Rather than that, including task-irrelevant information with a medium information richness level in IM harms the freelancers’ response to the most significant extent. Moreover, our findings reveal crowdsourcing platforms’ actions of IM to increase freelancers’ response rate are consistent with the actions to improve the order acceptance rate, thus demonstrating the critical role of increasing freelancers’ response rate in raising their interest in the final acceptance of the order serving. Our findings guide crowdsourcing platforms to design effective digital platform-based IMs to communicate with freelancers to arouse their response and interest in serving the orders. The capacity of crowdsourcing platforms thus can be dynamically adjusted and expanded to benefit their profitability.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"28 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142809880","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
From Artificial Intelligence to Augmented Intelligence: A Shift in Perspective, Application, and Conceptualization of AI
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-12-03 DOI: 10.1007/s10796-024-10562-2
Aaron M. French, J. P. Shim
{"title":"From Artificial Intelligence to Augmented Intelligence: A Shift in Perspective, Application, and Conceptualization of AI","authors":"Aaron M. French, J. P. Shim","doi":"10.1007/s10796-024-10562-2","DOIUrl":"https://doi.org/10.1007/s10796-024-10562-2","url":null,"abstract":"<p>This paper provides a comprehensive examination of the ongoing debate surrounding Artificial Intelligence (AI) and its societal implications, with a particular focus on job displacement. The release of generative AI tools for public use, particularly ChatGPT, has created numerous concerns on how these tools will be used and adverse impacts on society. Augmented Intelligence has been introduced as a concept utilizing AI to enhance human capabilities but its distinction as an assistive role is ill-defined. This research provides insights into the reconceptualization of AI as Augmented Intelligence examining their differences in terms of knowledge development, decision-making, and outcomes. Through three case studies, we demonstrate the assistive role of Augmented Intelligence and how it can serve as a catalyst for job creation and cognitive enhancement. We also explore the impact of AI and IA tools as a sociotechnical system and their effect on human cognitive abilities through the theoretical lens of the Dunning Kruger Effect. We conclude with a research agenda to stimulate future directions of research.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"38 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142760614","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
Unraveling Prosumption Behavior for Online Reviews during Environmental Uncertainty: A Stimulus-Response Perspective
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-12-02 DOI: 10.1007/s10796-024-10557-z
Manisha Rathi, Adrija Majumdar, Sawan Rathi
{"title":"Unraveling Prosumption Behavior for Online Reviews during Environmental Uncertainty: A Stimulus-Response Perspective","authors":"Manisha Rathi, Adrija Majumdar, Sawan Rathi","doi":"10.1007/s10796-024-10557-z","DOIUrl":"https://doi.org/10.1007/s10796-024-10557-z","url":null,"abstract":"<p>Online reviews are effective information-sharing tools due to their word-of-mouth characteristics. The extant literature has considered reviews as independent variables that influence business performance, while the environmental factors shaping these reviews remain under-explored. We examine the impact of COVID-19-related environmental uncertainties on changes in review prosumption (production and consumption) behavior. Based on the stimulus-response theory, with COVID-19 as the stimulus and prosumption as the response, we examined the changes in the characteristics of online reviews. Using the difference-in-differences methodology, we analyze online reviews of restaurants in two US cities that experienced different levels of COVID-19 impact. On the production side, we find an increased use of contextual terms and negative sentiments. On the consumption side, we find an increase in review usefulness and a decline in funniness. The results are robust, supported by coarsened exact matching and falsification tests. We conclude with a discussion of the study’s implications and contributions.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"79 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-12-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142758163","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
Investigating Learning Join Order Optimization Strategies for Rule-based Data Engines 研究基于规则的数据引擎的学习连接顺序优化策略
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-11-22 DOI: 10.1007/s10796-024-10555-1
Antonios Karvelas, Yannis Foufoulas, Alkis Simitsis, Yannis Ioannidis
{"title":"Investigating Learning Join Order Optimization Strategies for Rule-based Data Engines","authors":"Antonios Karvelas, Yannis Foufoulas, Alkis Simitsis, Yannis Ioannidis","doi":"10.1007/s10796-024-10555-1","DOIUrl":"https://doi.org/10.1007/s10796-024-10555-1","url":null,"abstract":"<p>A recent trend in data management research investigates whether machine learning techniques could improve or replace core components of traditional database architectures, such as the query optimizer or selectivity and cardinality cost estimators. The preliminary approaches leverage cost-based optimizers and cost models to avoid a cold-start as they train and build learning models. In this work, we investigate whether learning could also be beneficial in rule-based optimizers, which instead of driving query execution decisions via a cost model they rely on a set of fixed rules and pre-defined heuristics. Our experimental testbed employs MonetDB, an open-source, column-store analytics data engine, and explore whether a learning model using Graph Neural Networks (GNNs) that is trained on a cost-based engine, such as PostgreSQL, could improve MonetDB optimizer’s decisions. Our initial findings reveal that our approach could improve significantly MonetDB’s query execution plans, especially as the query complexity increases whet it involves many join operators.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"8 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684212","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
A Fine-grained Classification Method for Cross-domain Policy Texts Based on Instruction Tuning 基于指令调整的跨域政策文本细粒度分类方法
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-11-22 DOI: 10.1007/s10796-024-10554-2
Jingyun Sun, Xinlong Chen, Kaiyuan Zheng, Yan Zan
{"title":"A Fine-grained Classification Method for Cross-domain Policy Texts Based on Instruction Tuning","authors":"Jingyun Sun, Xinlong Chen, Kaiyuan Zheng, Yan Zan","doi":"10.1007/s10796-024-10554-2","DOIUrl":"https://doi.org/10.1007/s10796-024-10554-2","url":null,"abstract":"<p>The well-organized structure of Policy Texts (PTs) is fundamental to intelligent governance, yet most PTs lack fine-grained category labels. PTs from different domains follow different classification systems, and traditional encoder-only models cannot directly handle scenarios where the label spaces of the source and target domains differ significantly, as their output layer typically is a fixed-dimensional classification head. Therefore, we propose a Cross-Domain Policy Text Classification (CDPTC) task. We introduce a method for the task called InstructCDPTC. This method, within an instruction tuning framework, transforms the classification task into a generation task, using the decoder-only model BigBird to predict masked tokens. We wrap the original PT within an instruction template containing a task description, a label description, and a mask sequence, which serve as input to BigBird. During training, we use the names of gold categories as the prediction targets for masked positions. During inference, we determine the final predicted category by computing the semantic distance between the averaged representations of the mask predictions and each candidate label. We constructed a dataset of 20,189 labeled policy texts from five different policy domains to evaluate InstructCDPTC. Experimental results demonstrate that InstructCDPTC achieves an F1 score of 0.824 under conditions where the sample distribution and label space of the target domain are entirely unseen, surpassing other baselines.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"66 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142684127","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
What Affects User Experience of Shared Mobility Services? Insights from Integrating Signaling Theory and Value Framework 是什么影响了共享交通服务的用户体验?整合信号理论和价值框架的启示
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-11-21 DOI: 10.1007/s10796-024-10556-0
Bibaswan Basu, M. P. Sebastian, Arpan Kumar Kar
{"title":"What Affects User Experience of Shared Mobility Services? Insights from Integrating Signaling Theory and Value Framework","authors":"Bibaswan Basu, M. P. Sebastian, Arpan Kumar Kar","doi":"10.1007/s10796-024-10556-0","DOIUrl":"https://doi.org/10.1007/s10796-024-10556-0","url":null,"abstract":"<p>Shared services using digital platforms have increasingly gained prominence in recent times. Existing studies have studied several facets of ride-sharing services, but mobile app technology’s impact on user’s experience has not been explored meticulously. We attempt to study the technological artifacts which can signal about the capability of the service and thereby, reducing the informational asymmetry, stemming from lack of information and in-person communication. To address that, we adopt the Signaling Theory and Value Framework to understand the apps’ features, reflecting the shared mobility service quality to the users. We mine 212,000 and 150,000 user reviews on India’s two most extensively used shared mobility services- OLA and UBER, respectively and identify the factors affecting user experiences. We provide a novel framework by mapping these factors to theoretical lexicons. Multiple regression models show that time resources, monetary resources, perceived information protection, app usage controllability, perceived safety in e-payment mechanism, informational trust-related advantage, and participation in decision making influence the user experience of both the services significantly.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"13 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-11-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142678489","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
AI in the Organizational Nexus: Building Trust, Cementing Commitment, and Evolving Psychological Contracts 组织关系中的人工智能:建立信任、巩固承诺和发展心理契约
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-11-15 DOI: 10.1007/s10796-024-10561-3
Muhammad Farrukh Moin, Abhishek Behl, Justin Zuopeng Zhang, Amit Shankar
{"title":"AI in the Organizational Nexus: Building Trust, Cementing Commitment, and Evolving Psychological Contracts","authors":"Muhammad Farrukh Moin, Abhishek Behl, Justin Zuopeng Zhang, Amit Shankar","doi":"10.1007/s10796-024-10561-3","DOIUrl":"https://doi.org/10.1007/s10796-024-10561-3","url":null,"abstract":"<p>Since the Industrial Revolution, significant technological advancements have revolutionized various manual processes and workflows entrenched for decades. Artificial Intelligence (AI) offers similar transformative potential across diverse industrial and social domains. The rapid pace of change in the AI-driven digital age presents unprecedented opportunities and challenges for sustained progress. Given the potentially profound impact of AI, this study seeks to explore its disruptive effects and challenges within organizational contexts. Drawing on the Social Exchange Theory, this research examines the relationship between psychological contract (PC) fulfillment and organizational commitment, with trust acting as a mediator and AI acceptance as a moderator. Data were collected from the service industry using a time-lagged design. The findings indicate that PC fulfillment positively influences workers’ trust and organizational commitment. Furthermore, AI acceptance attenuates the direct and indirect positive effects of PC fulfillment on job-related outcomes. This study offers valuable insights into building and maintaining trust and fostering a committed workforce amidst the digitalization era. It underscores the importance of fulfilling promissory expectations in fostering trust and commitment. Additionally, it sheds light on the disruptive effects of AI technology on critical job outcomes, emphasizing the societal and industrial implications, the future of work, and avenues for further advancements in AI technology.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"9 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-11-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142637747","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
A Grey Combined Prediction Model for Medical Treatment Risk Analysis during Pandemics 大流行病期间医疗风险分析的灰色组合预测模型
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-11-11 DOI: 10.1007/s10796-024-10551-5
R. Rajesh
{"title":"A Grey Combined Prediction Model for Medical Treatment Risk Analysis during Pandemics","authors":"R. Rajesh","doi":"10.1007/s10796-024-10551-5","DOIUrl":"https://doi.org/10.1007/s10796-024-10551-5","url":null,"abstract":"<p>The role of information systems (IS) were widely discoursed during the spread of the COVID-19 outbreak. We have focused on developing a decision support systems (DSS) based on a combined prediction model, that can essentially be used at the start of any pandemic. Convalescent plasma therapy is generally applied during the spread of a pandemic as a therapy method that transfuses blood plasma from the people, who have recovered from an illness to treat critical cases. We observe, analyse, and predict the risks associated with the treatment effects of convalescent plasma therapy on COVID-19 patients. Based on the secondary data, we build a prediction model to evaluate and predict the trends in the clinical characteristics and laboratory findings for critically ill patients infected with COVID-19 and treated with convalescent plasma. Here, we use a combined prediction model utilizing three models; the grey prediction model (GM (1, 1)), the residual prediction model (residual GM (1, 1)), and a back propagation artificial neural network (BP-ANN) based residual sign prediction model. Also, a validation of the results of the study has been presented at two levels. On analysis of the results from the prediction model, it is observed that the convalescent plasma therapy can show progressive signs on COVID-19 infected patients. Health practitioners can understand, analyze, and predict the potential risks of convalescent plasma therapy based on the proposed model.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"19 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-11-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142598480","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
Stress Level Assessment by a Multi-Parametric Wearable Platform: Relevance of Different Physiological Signals 通过多参数可穿戴平台评估压力水平:不同生理信号的相关性
IF 5.9 3区 管理学
Information Systems Frontiers Pub Date : 2024-11-06 DOI: 10.1007/s10796-024-10550-6
Beatrice De Marchi, Endi Agovi, Andrea Aliverti
{"title":"Stress Level Assessment by a Multi-Parametric Wearable Platform: Relevance of Different Physiological Signals","authors":"Beatrice De Marchi, Endi Agovi, Andrea Aliverti","doi":"10.1007/s10796-024-10550-6","DOIUrl":"https://doi.org/10.1007/s10796-024-10550-6","url":null,"abstract":"<p>In contemporary society, where chronic stress is increasingly prevalent, this study aims to propose a multi-parametric wearable platform suitable for real-life monitoring and to validate its ability to acquire four physiological signals relevant for the stress response (electrocardiogram, respiration, galvanic skin response, photoplethysmogram). Secondly, it seeks to conduct a statistical analysis on the derived features both to identify the physiological signals necessary for a comprehensive analysis of the stress response and to understand the distinct contribution of each one. The results obtained revealed at least two statistically significant features from each of the physiological signals considered, confirming the importance of a multi-parametric approach for an accurate stress response analysis. Additionally, the proposed statistical hypotheses allowed to determine how each physiological signal contributes differently to characterize various aspects of the stress response. For these reasons, this study could represent a benchmark for future investigations aiming to classify the stress response.</p>","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"10 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142588588","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
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