Patient-specific data fusion defines prognostic cancer subtypes. by Yinyin Yuan, Richard S Savage, Florian Markowetz

“…We present a nonparametric Bayesian model for discovering prognostic cancer subtypes by integrating gene expression and copy number variation data. …”
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Low-Cost Microfluidic Mixers: Are They up to the Task? by Jade Forrester, Callum G. Davidson, May Blair, Lynn Donlon, Daragh M. McLoughlin, Chukwuebuka R. Obiora, Heather Stockdale, Ben Thomas, Martina Nutman, Sarah Brockbank, Zahra Rattray, Yvonne Perrie

“…<b>Results</b>: The results show that all manufacturing methods can produce LNPs with sizes ranging between 95 and 215 nm with high encapsulation (70–100%), and enhanced analytics showed variations between the LNPs produced using the different mixers. …”
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Delivering a national de-adoption programme: a documentary analysis of local commissioning policy compliance with England's Evidence-based Interventions programme (EBI) by Carmel Conefrey, Nicola Farrar, Maeve Coyle, Mike Bell, Jane Blazeby, Christopher Burton, Jenny Donovan, Andy Gibson, Joel Glynn, Tim Jones, Angus McNair, Josie Morley, Amanda Owen-Smith, Ellen Rule, Gail Thornton, Victoria Tucker, Iestyn Williams, William Hollingworth, Leila Rooshenas

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An Adaptive Graph Convolutional Network with Spatial Autocorrelation for Enhancing 3D Soil Pollutant Mapping Precision from Sparse Borehole Data by Huan Tao, Ziyang Li, Shengdong Nie, Hengkai Li, Dan Zhao

“…Traditional interpolation methods may obscure local variations in soil contamination when applied to such sparse data, thus reducing the interpolation accuracy. …”
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FEATURES OF THE CHRONIC PAIN SYNDROME IN PATIENTS WITH RHEUMATOID ARTHRITIS AND MEDICAL DIAGNOSTIC TACTICS by M. A. Gromova, S. E. Myasoedova

“…All this allows to validate consultation of medical specialists and to differentiate treatment. Conclusions. The integrated approach to diagnostics of a chronic pain syndrome for rheumatoid arthritis allows to estimate pain strengths in dynamics of disease development, to reveal existence of pain variations, anxiety and depression. …”
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Interpersonal symptoms in adolescence depression across Asian and European regions: a network approach by H. N. Cheung, M. Habibi Asgarabad, W. S. Ho, M. R. Zibetti, S. T. K. Li, W. Y. Chan Stella, J. M. Williams

“…Methods We recruited a diverse sample of 6,348 adolescents aged 12 to 18 from Hong Kong, Taiwan, the UK, China, and the Netherlands using the Qualtrics platform. …”
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Community health volunteer support for regular blood pressure monitoring in Indonesia: spatial regression models by Mayumi Mizutani, Sofi Oktaviani, Harumi Bando, Heri Sugiarto, Ritsuko Nishide, Susumu Tanimura

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Comparative Study of Structural and Quality Controls for Grouted Sleeve Connections in Different Standards: Connection Technology, Design, and Mechanical Requirements by Shuoting Xiao, Nikita Igorevich Fomin, Jiaxin Li, Jinhong Gu

“…As one type of critical load-bearing element in precast concrete structures, grouted sleeve (GS) connections enable efficient force transmission between reinforcing bars while maintaining structural integrity. Despite their growing global adoption, significant variations exist in design philosophies, construction specifications, and performance requirements among regional standards. …”
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Artificial Intelligence-based Rice Variety Classification: A State-of-the-art Review and Future Directions by Md. Masudul Islam, Galib Muhammad Shahriar Himel, Md. Golam Moazzam, Mohammad Shorif Uddin

“…However, practical implementation faces challenges, including the availability of high-quality datasets, the impact of environmental variations on image quality, and the computational demands of complex models. …”
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A discrete sliding mode control strategy for precision agriculture irrigation management by Leonardo D. Garcia, Camilo Lozoya, Herman Castañeda, Antonio Favela-Contreras

“…Nevertheless, implementations have been limited to on–off and PID (proportional–integral–derivative) controllers, with the more sophisticated variations being fuzzy controllers. …”
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Malaria burden and social determinants in Cameroon by Jude Tsafack Zefack, Fuanyi Awatboh, Brenda Mbouamba Yankam, Desmond Shu Che, Adanze Nge Cynthia, Odette Dzemo Kibu, Faustus Ajamah, Cynthia-Edith Ara-Nabangi Ndive, Patience Foumene Tiayah

“…Additionally, seasonal and geographical variations also influence disease transmission. Conclusion Addressing malaria in Cameroon necessitates a multi-sectoral approach that integrates enhancements in education, healthcare accessibility, and environmental management. …”
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Joint Genomic and Transcriptomic Analysis Reveals Candidate Genes Associated with Plumage Color Traits in Matahu Ducks by Pengwei Ren, Liu Yang, Muhammad Zahoor Khan, Yadi Jing, Meixia Zhang, Chao Qi, Xin Zhang, Xiang Liu, Zhansheng Liu, Shuer Zhang, Mingxia Zhu

“…However, the genetic basis for this plumage variation is still unknown, necessitating further research. …”
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D3L-SLAM: A Comprehensive Hybrid Simultaneous Location and Mapping System with Deep Keypoint, Deep Depth, Deep Pose, and Line Detection by Hao Qu, Congrui Wang, Yangfan Xu, Lilian Zhang, Xiaoping Hu, Changhao Chen

“…By leveraging deep keypoints, which are more resilient to lighting variations, our system improves the robustness of visual SLAM. …”
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Knowledge, Attitudes, and Practices of Adverse Drug Reactions among a Spectrum of Health Workers: A Pharmacovigilance Study from a Teaching Hospital in Eastern India by Aditi Maitra, Mustafa Asad, Sohom Mondal, Nina Das

“…Conclusion: There are variations in the KAP of ADRs among healthcare professionals. …”
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Sustainability reporting and transitory environmental sustainability risks in manufacturing by Daniel Schneider, Alexander Schüler, Markus Woerle, Dominik Schneider, Niklas Eisold, Gunther Reinhart

“…This study critically examines sustainability reporting within Germany’s mechanical and plant engineering sector, focusing on the alignment with European Sustainability Reporting Standards (ESRS) and the disclosure of essential environmental metrics. Through a methodical assessment of 329 companies statistically representative for the sector, the research uncovers significant variations in reporting practices and a general shortfall in meeting ESRS requirements, especially in key environmental aspects. …”
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Automated Implementation of the Edinburgh Visual Gait Score (EVGS) by Ishaasamyuktha Somasundaram, Albert Tu, Ramiro Olleac, Natalie Baddour, Edward D. Lemaire

“…To address these issues, an automated approach for scoring the EVGS was developed. Unlike past methods dependent on controlled environments or simulated videos, the proposed approach integrates pose estimation with new algorithms to handle operational challenges present in the dataset, such as minor camera movement during sagittal recordings, slight zoom variations in coronal views, and partial visibility (e.g., missing head) in some videos. …”
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DiffFormer: A Differential Spatial-Spectral Transformer for Hyperspectral Image Classification by Muhammad Ahmad, Manuel Mazzara, Salvatore Distefano, Adil Mehmood Khan, Silvia Liberata Ullo

“…Extensive experiments on benchmark hyperspectral datasets demonstrate that <italic>DiffFormer</italic> consistently outperforms state-of-the-art methods in classification accuracy, computational efficiency, and generalizability.…”
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Condition monitoring of heterogeneous landslide deformation in spatio-temporal domain using advanced graph attention network by Huajin Li, Yu Zhu, Qiang Xu, Ran Tang, Chuanhao Pu, Yusen He

“…In this study, it presents a novel Graph Attention Network (GAT) framework that integrates multi-scale temporal embeddings, adaptive graph learning, and temporal self-attention mechanisms to simultaneously track localized stability variations and global deformation trends across monitoring points. …”
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Optimal Day‐Ahead Coordinated Scheduling for Efficient and Sustainable Energy Hubs Incorporating Electric Vehicles and Hydrogen Systems by Shaimaa A. M. Mousa, Abdelfatah Ali, Karar Mahmoud, Mostafa F. Shaaban, Essam E. M. Mohamed

“…The model accounts for uncertainties in intermittent generation and seasonal load variations. Simulation results show a 5.96% reduction in total costs (operational and emissions) compared to existing methods, with a 6.17% decrease in operational costs and a 1.12% reduction in emissions costs, highlighting the advantages of the comprehensive approach. …”
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3D reconstruction for unconstrained image collections using Gaussian Splatting with foundation model by Shuowen Huang, Qingwu Hu, Pengcheng Zhao, Mingyao Ai, Xujie Zhang, Wenwu Ou, Linze Li

“…Specifically, we develop a multi-scale tri-plane feature encoding module that integrates scene features across multiple scales and predicts Gaussian attributes. …”
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