ModFus-PD: synergizing cross-modal attention and contrastive learning for enhanced multimodal diagnosis of Parkinson’s disease by Xiangze Teng, Xiangze Teng, Xiangze Teng, Xiang Li, Xiang Li, Xiang Li, Benzheng Wei, Benzheng Wei, Benzheng Wei

“…The framework comprises three key components: (1) a contrastive learning-based feature alignment module that projects MRI data and clinical text prompts into a unified embedding space via pretrained image and text encoders; (2) a bidirectional cross-modal attention module in which textual semantics guide MRI feature refinement for improved sensitivity to PD-related brain regions, while MRI features simultaneously enhance the contextual understanding of clinical text; (3) a hierarchical classification module that integrates the fused representations through two fully connected layers to produce final PD classification probabilities. …”
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Semi-Supervised Salient Object Detection for Side-Scan Sonar Images via Entropy-Based Uncertainty and Contrastive Learning by Shenao Yuan, Zhen Wang, Fu-Lin He, Shan-Wen Zhang

“…Our method aims to improve the quality of pseudo-labels and the overall performance of the model using a small amount of labeled data. Specifically, we design an uncertainty map evaluation module that effectively extracts global contextual information through an entropy-based partition loss and a contrastive learning mechanism, integrated with the uncertainty map to handle the complex underwater background. …”
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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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Scientific Illustration: from Informational Support to a Culture of Participation by D. K. Lisovsky

“…This is due to constantly changing technical and technological means of presenting scientific data, as well as a change in the communicative space of science itself. …”
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Urban walkability through different lenses: A comparative study of GPT-4o and human perceptions. by Musab Wedyan, Yu-Chen Yeh, Fatemeh Saeidi-Rizi, Tai-Quan Peng, Chun-Yen Chang

“…However, these approaches often fail to capture the subjective and emotional dimensions of walkability, due to their limited ability to integrate human-centered perceptions and contextual understanding. …”
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The lived experiences of pediatric nursing students following high-fidelity simulations and problem-based learning sessions by Sadeg Aldolaim, Latifa Abdullah Aldossary, Ibtihal Abdulhadial Almomin, Areej Abdulghani Haitham

“…Results Four themes emerged from the data: (1) Benefits of HFS and PBL, describing enhanced clinical confidence, decision-making, and practical skills; (2) Effect of Integrative Learning, highlighting the meaningful connection between theory and practice through guided reflection and teamwork; (3) Challenge to Respond to the Real Child, reflecting students’ concerns about applying simulation-learned skills in emotionally demanding pediatric settings; and (4) Necessity of Collaboration, underscoring the importance of interdisciplinary engagement and broader clinical exposure. …”
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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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Changes in food quality and habits in urban Ghana: evidence from a mixed-methods study by Sandra Boatemaa Kushitor, Lydia Okoibhole, Megan Vaughan, Kafui Adjaye-Gbewonyo, Irene Akwo Kretchy, Olutobi Adekunle Sanuade, Leonard Baatiema, Samuel Amon, Kojo Mensah Sedzro, Mawuli Komla Kushitor, Akanksha Abhay Marphatia, Emeline Rougeaux, Ann Blandford, Publa Antwi, Hannah Jennings, Vida Asah-Ayeh, Raphael Baffour Awuah, Edward Fottrell, Carlos Salvador Grijalva-Eternod

“…Focus group discussions were held to discuss current and past food habits, and data were analysed thematically (n = 30). The qualitative and quantitative data were integrated during the analysis. …”
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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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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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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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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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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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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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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

“…This imbalance undermines research relevance and ethical integrity by prioritizing Global North agendas over the needs of populations most affected by tropical diseases. …”
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Detection of AI-Generated Texts: A Bi-LSTM and Attention-Based Approach by John Blake, Abu Saleh Musa Miah, Krzysztof Kredens, Jungpil Shin

“…The proposed model is a feature-based hybrid deep learning network that leverages part-of-speech tagging and integrates Bidirectional Long Short-Term Memory (Bi-LSTM) networks with Attention modules. …”
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