Surveying You Only Look Once (YOLO) Multispectral Object Detection Advancements, Applications, and Challenges by James E. Gallagher, Edward J. Oughton

“…Future research needs to focus on: 1) developing adaptive YOLO architectures capable of handling diverse spectral inputs that do not require extensive architectural modifications; 2) exploring methods to generate large synthetic multispectral datasets; 3) advancing multispectral YOLO transfer learning techniques to address dataset scarcity; and 4) innovating fusion research with other sensor types beyond RGB and LWIR.…”
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Sustainable mobility in India: advancing domestic production in the electric vehicle sector by Ratchagaraja Dhairiyasamy, Deepika Gabiriel

“…Future research should expand the comparative scope to other developing nations and explore innovative recycling technologies.…”
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Activating the Mobile User Interface With a Rule-Based Chatbot and EEG-Based Emotion Recognition to Aid in Coping With Negative Emotions by Haneen Reda Banjar, Lujain Alsefri, Aseel Alshomrani, Morouj Hamdhy, Sara Alahmari, Sanaa Sharaf

“…By combining real-time EEG data analysis with intelligent chatbot interactions, “Motus Up” stands out as an innovative mental health tool that enhances EI and offers a responsive experience for emotional self-regulation. …”
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Advanced Techniques for Glucose Oxidase Immobilization: Evolution, Computational Integration, and Biomedical Applications by G Sreenivasulu, R. Ramakoteswara Rao

“…The study also explores future trends, including artificial intelligence and innovative support materials, to drive advancements in glucose oxidase immobilization. …”
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Unraveling the Role of Ubiquitin-Conjugating Enzyme UBE2T in Tumorigenesis: A Comprehensive Review by Chang Gao, Yan-Jun Liu, Jing Yu, Ran Wang, Jin-Jin Shi, Ru-Yi Chen, Guan-Jun Yang, Jiong Chen

“…Such insights may pave the way for novel strategies in cancer diagnosis and treatment, enhancing our understanding of UBE2T’s role in cancer biology and supporting the development of innovative therapeutic approaches.…”
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The Notch Pathway in Breast Cancer Progression by Emmanuel N. Kontomanolis, Sofia Kalagasidou, Stamatia Pouliliou, Xanthoula Anthoulaki, Nikolaos Georgiou, Valentinos Papamanolis, Zacharias N. Fasoulakis

“…Inhibition of Notch receptors and ligands provides innovative therapeutic results and could become the therapy of choice in the next few years, even though further research is needed to reach safe conclusions.…”
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DeLoCo: Decoupled location context-guided framework for wildlife species classification using camera trap images by Lifeng Wang, Shun Wang, Chenxun Deng, Haowei Zhu, Ye Tian, Junguo Zhang

“…This demonstrates the great advantages of utilizing our innovative DeLoCo method for the efficient ecological data processing in camera trap images with location information. …”
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Highly selective-notch band ultrawide band antenna: A review by Anees Abbas, Wahaj Abbas Awan, Niamat Hussain, Domin Choi, Sangmin Lee, Nam Kim

“…The ever-growing demand for antennas in wireless communications has challenged researchers to design antennas with innovations for highly efficient communications between end users. …”
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Win-win upcycling strategy for red araçá fruit waste: Process intensification and application of food-grade cyanidin-rich antioxidants by Angie V. Caicedo-Paz, Henua U. Hucke, Alessia Tropea, Luigi Mondello, Cassamo U. Mussagy

“…In fact, this research highlights the importance of red araçá valorization as a sustainable resource, driving a circular economy through innovative extraction processes and their practical applications in the food industry.…”
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Enhancing Meat Quality and Nutritional Value in Monogastric Livestock Using Sustainable Novel Feed Ingredients by José A. M. Prates

“…This study explores the potential of novel feed ingredients for monogastric animals, such as pigs and poultry, to enhance meat quality and nutritional value while reducing the environmental footprint of production. Innovative feed options like black soldier fly larvae, <i>Schizochytrium</i> microalga, <i>Laminaria</i> seaweed, fermented soybean hulls, fortified flaxseed and grape pomace have significantly improved meat quality and nutritional traits. …”
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Intelligent Agent-Controlled Elevator System: Algorithm and Efficiency Optimization by Atef Gharbi, Mohamed Ayari, Yamen El Touati

“…The study introduces an innovative intelligent agent-controlled elevator system specially designed to improve passenger wait times and enhance the efficiency of high-rise buildings. …”
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Tree-Based Algorithms and Incremental Feature Optimization for Fault Detection and Diagnosis in Photovoltaic Systems by Khaled Chahine

“…The results highlight the superiority of the proposed approach over others, solidifying its position as an innovative and effective solution for fault detection and diagnosis in PV systems.…”
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Development of interactive learning media based on silayar folklore to improve reading comprehension of elementary school students by Fikri Husin Batubara, Elpina Yanti Hasibuan

“…Future researchers can focus on developing more innovative and interesting learning media variants.…”
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Identification of operational deflection shapes of a wind turbine gearbox using fiber-optic strain sensors on a serial production end-of-line test bench by U. Gutierrez Santiago, U. Gutierrez Santiago, A. A. W. van Vondelen, A. Fernández Sisón, H. Polinder, J.-W. van Wingerden

“…The present study explores how a subspace identification algorithm can be applied to fiber-optic strain sensors on a four-stage gearbox to obtain operational deflection shapes. An innovative measurement setup with 129 fiber-optic strain sensors has been installed on the outer surface of the ring gears to research the deformations caused by planet gear passage events. …”
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Progress on mitochondria and hair follicle development in androgenetic alopecia: relationships and therapeutic perspectives by Ting-ru Dong, Yu-jie Li, Shi-yu Jin, Feng-lan Yang, Ren-xue Xiong, Ye-qin Dai, Xiu-zu Song, Cui-ping Guan

“…Furthermore, we discuss current treatment approaches and potential innovative therapies, including mitochondrion-targeting drugs and advanced techniques that directly target hair follicle cells, providing fresh insights into the crucial role of mitochondria in maintaining hair follicle health and managing hair disorders. …”
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The influencing factors of the participation intention and behavior in organized scientific research of young teachers in modern industrial colleges—based on the theory of planned... by Yuanbao Zhang, Junfeng Li, Jinyu Song

“…Organized scientific research is vital to implementing organized technological innovation in modern industrial colleges. Young teachers’ deep participation determines success. …”
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Biological insights into alleviating heavy metal toxicity through the simultaneous supply of biochar biofilters derived from the Mikania micrantha and molybdenum nanoparticles by Muhammad Shoaib Rana, Hongyu Chen, Shiwen Deng, Muhammad Imran, Yousif Abdelrahman Yousif Abdellah, Wanting Li, Jiayu Lin, Jiaxi Li, Ruilong Wang

“…This study introduces an innovative approach combining molybdenum nanoparticles (Mo NPs, 1 µM) and biochar biofilters derived from the invasive plant Mikania micrantha (IPMM), targeting the biochemical and molecular responses of wheat under Cd stress (100 µM). …”
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A Data-Driven MCDM Approach-Based Spherical Fuzzy Sets for Evaluating Global Augmented Reality Providers in Education by Phi-Hung Nguyen

“…This knowledge promotes well-informed and innovative AR technology utilization, enhancing the overall learning experience. …”
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A Novel Tornado Detection Algorithm Based on XGBoost by Qiangyu Zeng, Guoxiu Zhang, Shangdan Huang, Wenwen Song, Jianxin He, Hao Wang, Yin Liu

“…This article proposes an innovative tornado detection algorithm based on XGBoost which is suitable for dual-polarization radar data, was upgraded and has been used in China since 2019, and has been applied in the Tornado Key Open Laboratory of the China Meteorological Administration. …”
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FEVT-SAR: Multicategory Oriented SAR Ship Detection Based on Feature Enhancement Vision Transformer by Minding Fang, Yu Gu, Dongliang Peng

“…FEViT includes two innovative lightweight modules: localized feature interactive convolution block (LFICB) and dual-granularity attention transformer block (DGTB). …”
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