Synthetic multi-criteria decision analysis (S-MCDA): A new framework for participatory transportation planning by Jônatas Augusto Manzolli, Jiangbo Yu, Luis Miranda-Moreno

“…Future research should further explore the use of synthetic agents to support collaborative decision-making in complex transport systems.…”
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Navigating the crossroads of aging, caregiving and technology: Insights from southern Spain about video-based technology in the care context by Tamara Mujirishvili, Julio Cabrero-García, Francisco Flórez-Revuelta, Miguel Richart-Martínez

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Learning-augmented sketching offers improved performance for privacy preserving and secure GWAS by Junyan Xu, Kaiyuan Zhu, Jieling Cai, Can Kockan, Natnatee Dokmai, Hyunghoon Cho, David P. Woodruff, S. Cenk Sahinalp

“…Summary: Trusted execution environments (TEEs), such as Intel SGX, enable secure, privacy-preserving computations but may have computational resource constraints. …”
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Digital Twins for Personalized Medicine Require Epidemiological Data and Mathematical Modeling: Viewpoint by Alexandre Vallée

“…Addressing these limitations requires interdisciplinary collaboration among health care providers, data scientists, and policy makers. …”
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FEXGBIDS: Federated XGBoost-Based Intrusion Detection System for In-Vehicle Network by Jie Li, Yuanyuan Song, Ming-Gang Zheng, Shuo Zhang, Han Liang

“…The system effectively resists spoofing attacks and data leakage, while supporting efficient collaborative training in large-scale Internet of Vehicles (IoV) environments.…”
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High-entropy oxides as energy materials: from complexity to rational design by Zhong Yang, Xianglin Xiang, Jian Yang, Zong-Yan Zhao

“…This review calls for interdisciplinary synergy, fostering a collaborative approach between materials science, chemistry, physics, and related disciplines. …”
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Enhancing construction supply chain Sustainability: The synergistic role of big data analytics and organizational culture using SEM by Amir Mohammad Norouzzadeh, Seyed Pendar Toufighi, Abolfazl Edalatipour, Jan Vang, Mooud Dabaghi Roodsari

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End-to-End Online Video Stitching and Stabilization Method Based on Unsupervised Deep Learning by Pengyuan Wang, Pinle Qin, Rui Chai, Jianchao Zeng, Pengcheng Zhao, Zuojun Chen, Bingjie Han

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Real world perspectives on endometriosis disease phenotyping through surgery, omics, health data, and artificial intelligence by Camran R. Nezhat, Tomiko T. Oskotsky, Joshua F. Robinson, Susan J. Fisher, Angie Tsuei, Binya Liu, Juan C. Irwin, Brice Gaudilliere, Marina Sirota, David K. Stevenson, Linda C. Giudice

“…Herein, we present real-world perspectives on endometriosis and the importance of multidisciplinary collaboration in informing molecular, epidemiologic, and cell-specific data in the clinical and surgical contexts.…”
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Agentic AI Frameworks in SMMEs: A Systematic Literature Review of Ecosystemic Interconnected Agents by Peter Adebowale Olujimi, Pius Adewale Owolawi, Refilwe Constance Mogase, Etienne Van Wyk

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Anonymous and Traceable: A Dynamic Group Signature-Based Cross-Domain Authentication for IIoT by Cunle Deng, Chushan Zhang, Qiaodan Tan

“…As the Internet of Things (IoT) continues to evolve, the demand for cross-domain collaboration between devices and data sharing has grown significantly. …”
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Evolving landscape of artificial intelligence (AI) and assessment in education: A bibliometric analysis by Nazlı Ruya Taşkın Bedizel

“…The study underscores global collaboration, anticipates emerging technologies, and highlights pedagogical implications. …”
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Architectural practice process and artificial intelligence – an evolving practice by El Moussaoui Mustapha

“…While AI offers transformative potential, architects must view it as a collaborative partner rather than a passive tool. Integrating AI into design paradigms that prioritize sensory richness, critical thought, and sustainability is essential for creating spaces that resonate on a deeper, more human level. …”
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Research status and progress on key technologies of intelligent orchard by CUI Hongwei, LU Xiaoxuan, YANG Yaqing, LU Xinyi, MA Hao, JI Jiangtao, JIN Xin, LI Xiuzhen, ZHAO Zimeng, ZENG Ningning

“…For example, during harvest seasons, harvesting robots and transport robots collaborate to ensure that picked fruits are swiftly transported to designated locations, reducing spoilage and enhancing workflow efficiency. …”
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Adenoidal hypertrophy and pulmonary bullae in a child: a case report by Lei Ding, Hui Jiang

“…Preoperative chest radiograph and computed tomography unexpectedly revealed a right lung bulla. …”
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Ab Initio Lattice Quantum Chromodynamics Calculations of Parton Physics in the Proton: Large-Momentum Effective Theory versus Short-Distance Expansion by Xiangdong Ji

“…I argue that the best use of short-distance correlations is to constrain the PDFs in the LaMET-complementary regions: [Formula: see text] and [Formula: see text] through expected end-point asymptotics, and use the results of the pion valence quark distribution from the ANL/BNL collaboration to demonstrate how this can be done.…”
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Big Data in Neuroscience: Transforming Research and the Understanding of Brain Function by Adina DZIŢAC

“…Big Data continues to provide discoveries for neuroscience, and for a proper propulsion of neuroscience, collaboration is essential amongst neuroscientists, data scientists, and clinicians. …”
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Rare Co-occurrence: A Case Report on Hemophagocytic Lymphohistiocytosis and Pulmonary Metastasis by Vijay Kumar S. Gulwe, Kranthi Koleti, Virendra Bapusaheb Yadav, Parth Girish Maindarkar, Sanket Arun Pawar, Abhay Rajendra Bhosale, Vishal Shewale

“…Further, investigations and multidisciplinary collaboration are essential in leading the development of an appropriate treatment plan for such a complicated condition, ensuring the best possible outcomes for the patient.…”
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Design of a Heterogeneous-Based Network Intrusion Detection System and Compiler by Zhigui Lin, Xiaofeng Zhang, Qi Liu, Jun Cui

“…This paper is based on the collaborative design consept of “hardware-accelerated preprocessing + software-based precise detection”, fully leveraging FPGA’s parallel processing capabilities and CPU’s flexible computation advantages. …”
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YOLO-SUMAS: Improved Printed Circuit Board Defect Detection and Identification Research Based on YOLOv8 by Ying Tang, Runhao Liu, Sheng Wang

“…Aiming at the demand for defect detection accuracy and efficiency under the trend of high-density and integration in printed circuit board (PCB) manufacturing, this paper proposes an improved YOLOv8n model (YOLO-SUMAS), which enhances detection performance through multi-module collaborative optimization. The model introduces the SCSA attention mechanism, which improves the feature expression capability through spatial and channel synergistic attention; adopts the Unified-IoU loss function, combined with the dynamic bounding box scaling and bi-directional weight allocation strategy, to optimize the accuracy of high-quality target localization; integrates the MobileNetV4 lightweight architecture and its MobileMQA attention module, which reduces the computational complexity and improves the inference speed; and combines ASF-SDI Neck structure with weighted bi-directional feature pyramid and multi-level semantic detail fusion to strengthen small target detection capability. …”
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