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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Joint Entity–Relation Extraction for Knowledge Graph Construction in Marine Ranching Equipment by Du Chen, Zhiwu Gao, Sirui Li, Xuruixue Guo, Yaqi Wu, Haiyu Zhang, Delin Zhang

“…This study proposes the first knowledge graph (KG) framework tailored for marine ranching equipment, integrating hybrid ontology design, joint entity–relation extraction, and graph-based knowledge storage: (1) The limitations in existing KG are obtained through targeted questionnaires for diverse users and employees; (2) A domain ontology was constructed through a combination of the top-down and the bottom-up approach, defining seven key concepts and eight semantic relationships; (3) Semi-structured data from enterprises and standards, combined with unstructured data from the literature were systematically collected, cleaned via Scrapy and regular expression, and standardized into JSON format, forming a domain-specific corpus of 1456 annotated sentences; (4) A novel BERT-BiGRU-CRF model was developed, leveraging contextual embeddings from BERT, parameter-efficient sequence modeling via BiGRU (Bidirectional Gated Recurrent Unit), and label dependency optimization using CRF (Conditional Random Field). …”
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Analysis of Teaching Speaking Through Audio-Visual Methods at Jitjongrak School, Krabi, Thailand by Angeli Shela Rossa, Ikhfi Imaniah, Asep Suhendar

“…This research provides practical implications for educators aiming to integrate technology to improve speaking proficiency.…”
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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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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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Transdisciplinary complexity science: deepening system understanding for sustainability by Lynn A. de Jager, Michèlle Bal, Mara Baudena, Karlijn L. van den Broek, Natalie Davis, Henk A. Dijkstra, Ine Dorresteijn, Carlijn B. M. Kamphuis, Ioanna Lykourentzou, Ángeles G. Mayor, Elisa Omodei, Carla Alvial Palavicino, Marijn Stok, Anne R. van Bruggen, Claudia E. Wieners, Silja Zimmermann, Brian J. Dermody

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Self-Efficacy and Push-Pull Factors in International Student Mobility: A Study of Chinese Students’ Decision to Study in Malaysia by Meng Na, Mazzlida Mat Deli, Ummu Ajirah Abdul Rauf

“…Using a cross-sectional, quantitative design, data were collected from a stratified sample of 377 Chinese students, enabling robust analysis of psychological and contextual factors. …”
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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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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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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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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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Applying Neutrosophic Natural Language Processing to Analyze Complex Phenomena in Interdisciplinary Contexts by Diego Fernando Coka Flores, Ignacio Fernando Barcos Arias, María Elena Infante Miranda, Omar Mar Cornelio

“…This approach becomes particularly relevant in an increasingly digitalized world, where human-machine interaction requires a deeper understanding of linguistic and contextual nuances. Despite advances in conventional NLP, many existing methodologies lack tools to effectively manage undefined or contradictory elements present in real data. …”
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Sustainability-driven marketing education: assessing the role of perceived marketplace influence on consumption patterns in private Egyptian universities by Sara Mohamed Abdelaziz El-Menawy

“…Abstract He dynamic field of marketing plays a pivotal role in shaping consumer behavior and influencing product choices. Integrating sustainability into marketing education can provide students with a deeper understanding of sustainable consumption and its broader implications for the marketplace. …”
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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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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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Power imbalances in tropical medicine journals: an analysis of editorial board representation by Sushree Nibedita Panda, Manish Barik, P. Ratna, Prabhu Kalyan Das

“…Data on gender, country of affiliation (classified by World Bank income/regions), and geopolitical groups (G7, G20, BRICS) were extracted from public sources. …”
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SLGMA-UNet: Comprehensive Feature Aggregation With Context-Sensitive Attention for Medical Image Segmentation by Xinghuo Ye, Na Wang

“…Existing segmentation methods encounter challenges such as managing size variations, interpreting contextual relationships, and integrating multi-source data. …”
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Analyzing Students’ Difficulties in Learning Nahwu and Effective Pedagogical Solutions: A Psycholinguistic Approach by Segaf Baharun

“…Using a mixed-methods approach, integrating both quantitative and qualitative methods to analyze students' difficulties in learning nahwu and explore effective pedagogical solutions through a psycholinguistic perspective, data were collected from 60 students at Pondok Pesantren Darullughah Wadda’wah through diagnostic grammar tests, psycholinguistic surveys, semi-structured interviews, and classroom observations. …”
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A neuro-symbolic AI approach for translating children’s stories from English to Tamil with emotional paraphrasing by P. Matan, P. Velvizhy

“…Our approach uses a neuro-symbolic AI framework, specifically integrating the T5 transformer and few-shot learning, allowing effective model adaptation with minimal data. …”
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Religious and Cultural Moderation in Responding to the Challenges of Globalisation in Local Communities by Baktiar Leu

“…through contemporary arts and culture, and integrating religious moderation values ??into regional development policies. …”
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