Cloud Removal in the Tibetan Plateau Region Based on Self-Attention and Local-Attention Models by Guoqiang Zheng, Tianle Zhao, Yaohui Liu

“…This paper proposes a novel Multi-Scale Attention-based Cloud Removal Model (MATT). The model integrates global and local information by incorporating multi-scale attention mechanisms and local interaction modules, enhancing the contextual semantic relationships and improving the robustness of feature representation. …”
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A novel attention-based deep learning model for improving sentiment classification after the case of the 2023 Kahramanmaras/Turkey earthquake on Twitter by Serpil Aslan, Muhammed Yildirim

“…As users freely express their thoughts and emotions, a vast amount of data is generated, particularly in the aftermath of disasters, which can be collected quickly and directly from individuals. …”
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Enhancing English Language Teaching and User Experience in Virtual Environments: A Systematic Review on Gamification and Personalised Learning by Myriam Tatiana Velarde Orozco, Bárbara Luisa De Benito Crosetti

“…Two extraction matrices captured bibliographic, contextual and analytical data; methodological quality was appraised with MMAT-2018. …”
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A novel reconstruction-based video anomaly detection with idempotent generative network by Wenmin Dong, Lifeng Zhang, Wenjuan Shi, Xiangwei Zheng, Yuang Zhang

“…Reconstruction-based VAD has received increasing research attention, but faces challenges such as missing anomalies for the reconstruction error as a criterion, and information loss when suppressing anomalous data, existing methods also struggle to detect unseen anomalies. …”
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“Beyond the flood: Exploring the psychosocial consequences and resilience challenges in the aftermath of “El Niño” in Tumbes, Peru” by Elaine C. Flores, Daniela C. Fuhr, Victoria Simms, Andres G. Lescano, Nicki Thorogood

“…Beyond emergency aid, these communities require integrated care considering contextual and community-level distress, improving access to prevention and reconstruction activities, and addressing ongoing anxiety about future disasters to foster long-term resilience.…”
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Exploring dementia care for community-dwelling older adults in Thailand: A qualitative descriptive study by Parichat Mongklam, Phachongchit Kraithaworn, Sangduen Piyatrakul

“…Twenty-two participants, including CHNs, VHVs, and family caregivers, were purposively selected from a metropolitan district in Thailand. Data were collected through semi-structured interviews and focus group discussions, supplemented by contextual health assessments. …”
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Development and validation of a food retail environment analysis protocol in Iran by Mohammadhassan Rostami, Mina Babashahi, Arezoo Rezazadeh, Nasrin Omidvar, Hamed Zamanpoor

“…Conclusion: The validated protocol effectively assesses diverse retail food environments, offering essential data for evaluating policies and guiding interventions to improve healthy food access. …”
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Artificial Intelligence in Education: Analysis and Assessment of Legal Knowledge Using AI Tools by Anvar J. Khurramov, Mavluda A. Axmedshaeva, Fiyuza A. Mukhitdinova, Gulnora A. Xudayberdiyeva, Shahnoza S. Almosova, Makhmud M. Makhamatov, Sherzod R. Khayitov

“… This study explores the ethical and legal implications of integrating artificial intelligence (AI) into science and mathematics education, with a specific focus on legal pedagogy in the Central Asian context. …”
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Thinking beyond green space: exploring a development project for aligning with UN SDGs by incorporating social value in architecture by Shantanu Biswas Linkon, Carmela Cucuzzella

“…Considering these issues, this study quest for “How can social value in architecture be implemented and integrated into real-life projects to contextualize and achieve SDGs?” …”
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Medication adherence scales in non-communicable diseases: A scoping review of design gaps, constructs and validation processes. by Maria Jose, Priyanka Rajmohan, T S Sulfath, Ravi Prasad Varma, Manoj Mohan, Nisha K Jose, Jerin Jose Cherian, Mohan Lal Bairwa, Tulika Goswamy, Aditi Apte, Praveenlal Kuttichira, Joe Thomas

“…Future research should focus on developing more holistic, contextually relevant adherence scales that integrate these dimensions. …”
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Accurate and lightweight oral cancer detection using SE-MobileViT on clinically validated image dataset by Md Firoz Kabir, Md Yousuf Ahmad, Roise Uddin, Martin Cordero, Shashi Kant

“…To address class imbalance and enhance model generalizability, data augmentation techniques were employed, expanding the dataset to 981 images with equal distribution across both classes. …”
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Beyond buzzwords: NLP reveals common threads in sustainable and circular construction discourse by Shakarim Aubakirov, Alexandr Pak, Iskander Akhmetov, Aidana Tleuken, Huseyin Atakan Varol, Assel Akzhalova, Ferhat Karaca

“…This study demonstrates how NLP methods can systematically disentangle closely related frameworks in construction literature, providing a replicable methodological framework for future data-driven investigations. By clarifying the distinctions and overlaps between the terms “circular construction” and “sustainable construction”, our research offers enhanced understanding for policymakers, industry practitioners, and academics aiming to integrate sustainable and circular principles effectively within the construction sector.…”
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Factors that influence the delivery of chiropractic services to equity-deserving groups in Canada: a qualitative study by Nora Bakaa, Stephanie DiPelino, Danielle Southerst, Silvano Mior, Lisa Carlesso, Joy MacDermid, Luciana Macedo

“…Methods We utilized interpretive description for data development, sampling, collection, and analysis. …”
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Servant leadership and patient safety culture in Ethiopian public hospitals: a qualitative study by Getnet Worku Demeke, Marloes L. van Engen, Solomon Markos

“…Methods We conducted a multicenter qualitative case study to explore how healthcare managers’ servant leadership nurtures a culture of patient safety in outpatient care settings of three large public sector hospitals in Addis Ababa, Ethiopia. Data were collected using in-depth interviews with 23 healthcare professionals (November 2023–March 2024) and onsite observations to generate rich, contextual insights about the research phenomenon. …”
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Determinants of Behavioral Intention and Compliance Behavior Among Transportation Network Vehicle Service Drivers During the COVID-19 Pandemic by Ma. Janice J. Gumasing

“…Data were collected from 342 TNVS drivers in the National Capital Region (NCR) and CALABARZON through a structured survey. …”
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The use of standardised tools to measure post-mastectomy quality of life among women in Africa: a scoping review by Alexis Harerimana, Gugu Mchunu

“…Ultimately, 34 studies met the inclusion criteria for data extraction and thematic analysis. The review followed PRISMA-ScR guidelines. …”
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Involving young people with lived experience in advancing mental health science: an exploratory qualitative study from Pakistan and India by Syed Usman Hamdani, Zill-e- Huma, Bhismadev Chakrabarti, Syeda Wajeeha Zafar, Ayella Gillani, Vaishali Bagrodia, Amy Finlay Jones

“…Results The results show that family and religion are integral to promoting positive youth mental health in the South Asian context. …”
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Representation of a Scientific Supervisor in Internet-Memes by N. V. Stepanova, M. S. Sigaeva

“…To systematize the units, a continuous sampling method was used, along with  pragmalinguistic, contextual and semantic analysis. Results and discussion. …”
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Weaving values, knowledge and context to care for human–nature relationships in protected areas by Miguel A. Cebrián‐Piqueras, Carena J. vanRiper, Riley Andrade, Christopher M. Raymond, Devin J. Goodson, Rose Keller, Tobias Plieninger

“…It includes a national park and two biosphere reserves, and it is close to the capital city of Madrid. Our data were analysed using a path model to test a series of hypothesised relationships. …”
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Leveraging Promotional Strategies to Enhance Hospital Influence on Social Media: Cross-Sectional Study by Xinyun Zhong, Yiyuan Ma, Haiyue Yu

“…It also sought to explore variations in the effectiveness of these strategies across hospitals of different types and regions. MethodsData were collected from 721 officially verified hospital Weibo accounts and integrated with multidimensional hospital characteristics from the DXY National Hospital Database. …”
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