DP-FWCA: A Prompt-Enhanced Model for Named Entity Recognition in Educational Domains by Zhenkai Qin, Dongze Wu, Jiajing He, Jingming Xie, Aimin Wei

“…However, the inherent complexity and contextual variability of educational texts, compounded by a limited supply of domain-specific annotated data, impose formidable challenges on conventional NER methods. …”
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SmartTrust: a hybrid deep learning framework for real-time threat detection in cloud environments using Zero-Trust Architecture by Umesh Kumar Lilhore, Sarita Simaiya, Roobaea Alroobaea, Abdullah M. Baqasah, Majed Alsafyani, Afnan Alhazmi, Md Monish Khan

“…SmartTrust integrates CNN, LSTM, and Transformer models to analyze spatial and temporal patterns in network traffic and user behaviours. …”
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Embedding Security Awareness in IoT Systems: A Framework for Providing Change Impact Insights by Masrufa Bayesh, Sharmin Jahan

“…While machine learning and deep learning (ML/DL) models integrated with explainable AI (XAI) methods offer capabilities for threat detection, they often lack contextual interpretation linked to system security. …”
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INNOVATIVE SOLUTION FOR BIPA: ENHANCING READING SKILLS AND CULTURAL UNDERSTANDING THROUGH INTERACTIVE MULTIMEDIA by Yoga Karuniawan, Herman Dwi Surjono

“…This research addresses the low reading ability of beginner-level BIPA students in understanding Indonesian cultural materials, attributed to complex vocabulary, grammar, and contextual themes. It analyzes the feasibility, practicality, and effectiveness of interactive multimedia integrated with a self-directed learning model to enhance reading skills and cultural understanding. …”
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Towards accurate food safety risks prediction via context-enhanced heterogeneous GNN by Ying Tang, Yu Han, Weihua Zhou

“…Third, we introduce a meta-path contextualized HGNN that automatically identifies multi-level associations in data to generate context-aware subgraphs. …”
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Generative Adversarial and Transformer Network Synergy for Robust Intrusion Detection in IoT Environments by Pardis Sadatian Moghaddam, Ali Vaziri, Sarvenaz Sadat Khatami, Francisco Hernando-Gallego, Diego Martín

“…In the proposed architecture, the transformer component effectively models temporal and contextual dependencies within traffic sequences, while the GAN component generates synthetic data to improve feature diversity and mitigate class imbalance. …”
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Circular Accounting and Regenerative Business Models: How Environmental Foresight Drives SME Competitive Advantage Through Dynamic Capabilities by Iman Supriadi, Rahma Ulfa Maghfiroh, Rukhul Abadi

“…This study aims to investigate the critical role of circular economy capabilities in enhancing SME competitiveness by developing an integrated theoretical framework that bridges dynamic capabilities theory with circular economy principles. …”
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Investigating the Factors Affecting the Social Participation of Citizens in Urban Affairs (Case Study: 8 Districts of Ahvaz City) by eskandar lotfalizadeh, yousef amini, Alihossein Hosseinzadeh

“…The statistical population in this study includes 18-60 years old and multi-stage or integrated sampling method. Survey method and questionnaire were used to collect data. …”
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PUZZLE BASED LEARNING THROUGH FIGGERITS APPLICATION TO ENRICH EFL STUDENT VOCABULARY: STUDENTS’ PERCEPTIONS by Thareq Ahmad Alqawwiy, Maryati Salmiah

“…In response, mobile puzzle-based learning tools such as the Figgerits application offer an alternative that integrates contextual learning and cognitive engagement. …”
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Metering Automation System 3.0 Base Version Based on Machine Learning by Sheng Li, Leping Zhang, Hang Dai, Lukun Zeng, Yuan Ai, Shuang Qi, Yuanzhai Cui

“…However, traditional machine learning methods and standalone deep learning architectures struggle to balance spatiotemporal feature extraction, computational efficiency, and deployment constraints for high-frequency multivariate metering data. This study proposes a hybrid DSCNN-CBAM-BiLSTM framework that synergistically integrates depthwise separable convolutions, dual attention mechanisms, and bidirectional temporal modeling to address these challenges. …”
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Responsiveness to the Context: Information–Task–Situation Decisional Strategies and Electrophysiological Correlates by Angelica Daffinà, Carlotta Acconito, Michela Balconi

“…Decision-making, defined as a cognitive process involving the selection of a course of action among several alternatives, is pivotal in personal and professional life and is founded on responsiveness to the context of decisional strategies—in terms of pieces of contextual features collected, evaluated, and integrated. …”
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Identity development and adaptation in adolescents with genetic conditions: a qualitatively oriented mixed-methods study to develop strategies for optimizing clinical genetics serv... by Tasha Wainstein, Cyrus Boelman, Connie Ens, William T. Gibson, Kevin Gregory-Evans, Olubayo U. Kolawole, Sheila K. Marshall, Kathryn Selby, GenCOUNSEL Study, Alison M. Elliott, Jehannine Austin

“…We used phronetic iterative analysis to interrogate interview data. Qualitative and quantitative components were integrated through abduction. …”
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Enhancing security and usability with context aware multi-biometric fusion for continuous user authentication by Ayeswarya S., John Singh K.

“…Abstract In this paper, we present a novel continuous authentication system that integrates keystroke dynamics and gait biometrics through a multi-modal fusion framework. …”
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Character Education Based on Islamic Local Wisdom: A Case Study of Aswaja Value Internalization in a Madrasah Aliyah by Fahrurrozi Fahrurrozi, Mujamil Qomar, Sokip Sokip

“…Using a qualitative case study approach, data were collected through interviews, participant observation, and document analysis. …”
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Colombian centenarians: A Geohealth approach to longevity study. by Clímaco de Jesús Pérez-Molina, Flor Elena Chavarro-Bermeo, Luis-Fernando Gutiérrez-Fernández, Santiago Galvis-Villamizar, Wanderley Augusto Arias Ortiz, Laura Cabezas-Pinzón, Carlos-Felipe Escobar-Roa

“…The study focused on the population over 95 years old, adopting an approach that integrates data from the 2018 Census and geospatial analysis techniques.…”
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Strategic pathways for innovation and sustainability in digital transformation: Insights from leading global companies by Ikram Abbes

“…In today's rapidly evolving digital era, organizations are increasingly challenged to integrate advanced technologies with sustainability and corporate responsibility. …”
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Multi-sensor fusion for AI-driven behavior planning in medical applications by Chang Jianming, Qin Yuanyuan, Qin Yuanyuan, Xu Yanling, Li Li, Li Li, Wu Mianhua, Wu Mianhua, Wang Lulu

“…Such limitations pose critical challenges for real-time decision-making in medical applications, where precision, reliability, and adaptability are paramount.MethodsTo address these challenges, we propose an Adaptive Probabilistic Fusion Network (APFN), a novel framework that dynamically integrates multi-modal sensor data based on estimated sensor reliability and contextual dependencies. …”
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Semi-Supervised Taxonomy Expansion and Completion in Dynamic Taxonomies by Sabur Butt, Gustavo De los Ríos Alatorre, Luis José González Gómez, Hector G. Ceballos

“…These findings underline the necessity for improved data representation strategies and the incorporation of contextual enrichment to enhance taxonomy robustness.…”
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Challenges and Strategies in Healthcare Workforce Management: A Scoping Review by Ali Mohammad Mossadeghrad, Shervin Mossavarali, Seyed Hamid Hosseini Neishabouri, Arman Khanjani, Shabnam Afraz, Alireza Jafari Azad, hoda Ghobeishipour

“…Data analysis was conducted using the Ritchie and Spencer framework analysis method. …”
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Perceived cultural ecosystem services in Zaribar Coastal Park: Implications for tourist well-being by Arman Rastkhadiv, Aisa Fouladi, Jafar Bapiri

“…Practically, the findings underscore the need for tourism planners and policymakers to integrate cultural ecosystem services into destination design and management strategies. …”
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