NeuroRF FarmSense: IoT-fueled precision agriculture transformed for superior crop care by Tarun Vats, Shrey Mehra, Uday Madan, Amit Chhabra, Akashdeep Sharma, Kunal Chhabra, Sarabjeet Singh, Utkarsh Chauhan

“…This innovative methodology signifies a strong solution for classification challenges in precision agriculture. By merging IoT technology with machine learning algorithms, smart farming is poised to enter a transformative phase, providing a scalable response to the pressing issues of global food security. …”
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A global Swin-Unet Sentinel-2 surface reflectance-based cloud and cloud shadow detection algorithm for the NASA Harmonized Landsat Sentinel-2 (HLS) dataset by Haiyan Huang, David P. Roy, Hugo De Lemos, Yuean Qiu, Hankui K. Zhang

“…The Swin-Unet thin cloud class had low accuracy (0.604 F1-score) likely due to atmospheric correction issues and thin cloud variability that are discussed. …”
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Seasonal profile of trace metal contamination (Hg, Cd, Pb and Al) and biological contamination of atmospheric air in the city of Kinshasa, Democratic Republic of the Congo by M. T. Mondo, I. C. Nsimanda, Willy LUSASI SWANA, K. C. Mulaji, K. V. Pwema, E. A. D. Musibono

“… Introduction Unpleasant fumes, odours, reduced visibility, health issues from pollutants, and property damage caused by dust and corrosive gases are significant challenges in urban and industrial areas. …”
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YOLOv11-BSD: Blueberry maturity detection under simulated nighttime conditions evaluated with causal analysis by Runqing Zhang, Wenhui Dong, Pengzhi Hou, Huiqin Li, Xiongwei Han, Qingqiang Chen, Fuzhong Li, Xiaoying Zhang

“…Accurate blueberry maturity classification is vital for the berry industry, affecting quality, shelf life, and processing efficiency. …”
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The untapped potential of camera traps for farmland biodiversity monitoring: current practice and outstanding agroecological questions by Stephanie Roilo, Tim R. Hofmeester, Magali Frauendorf, Anna Widén, Anna F. Cord

“…The main research topics addressed management or (avian) conservation issues, such as monitoring wildlife‐livestock interactions, nest predation, and the use of feeders and water troughs. …”
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Exponential Global Health Hazards of Pharmaceutical Pollution and Its Preventive Measures: A Comprehensive Review by Renu Tushir, Sanjita Das, Ajesh Chauhan, Saurav Gurjar, Lakshay Bhanwala, Sneha Patnaik, Anushka Jain

“…To overcome the pharmaceutical pollution issues, functions, categories of wastes, and strategies to resolve were elaborated. …”
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Analysis of the overall development trends and hotspots in the research field of the human gut virome by Yidi Zhang, Ting Mei, Minhui Wang, Chunxia Huang, Hanzhi Yi, Yu Zhan, Sen Yang, Han Wang, Qiulong Yan, Ruochun Guo, Changming Chen

“…This trend is attributed to the breakthrough progress of high-throughput sequencing technology and the iterative upgrade of viral genome databases such as CheckV, which has made the classification resolution of the enterovirus group more accurate and discovered a large number of unknown bacteriophages. …”
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Comparative efficacy of glioma treatment strategies: an umbrella review of meta-analyses by Erming Yang, Yao Yang, Yixuan Gao, Xinru Liu, Xuanyu Liu, Xiaowen Zong, Jun Li

“…Two authors independently evaluated each meta-analysis for methodological quality using the AMSTAR tool, following established evidence classification guidelines.Results This study evaluated 68 meta-analyses and 389 outcomes from 4,243 articles, classifying 193 outcomes as ‘very low’ quality, 96 as ‘low’ quality, 28 (7.2%) as ‘high’ quality, and 72 (18.5%) as ‘moderate’ quality, 156 as NS, 231 (59.4%) as Class IV, and 2 (0.005%) as Class III, respectively. …”
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Partial-Net: A Method for Data Gaps Reconstruction on Mars Images by Depei Gu, Dingruibo Miao, Jianguo Yan, Zhigang Tu, Jean-Pierre Barriot

“…For example, for the Mars landmark classification task with usage of the ResNet-34 baseline model, the average accuracy obtained via utilizing our repaired images surpasses via utilizing the original image by 4% (0.82 versus 0.78).…”
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A Machine–Learning Approach Reveals That Bacterial Spore Levels in Organic Bulk Tank Milk are Dependent on Farm Characteristics and Meteorological Factors by Chenhao Qian, Renee T. Lee, Rachel L. Weachock, Martin Wiedmann, Nicole H. Martin

“…Bacterial spores in raw milk can lead to quality issues in milk and milk-derived products. As these spores originate from farm environments, it is important to understand the contributions of farm-level factors to spore levels. …”
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Spatiotemporal prediction of alpine wetlands under multi-climate scenarios in the west of Sichuan, China by Haijun Wang, Xiangdong Kong, Onanong Phewnil, Ji Luo, Pengju Li, Xiyong Chen, Tianhui Xie

“…These wetlands are already experiencing severe ecological and environmental issues, such as drought, retrogressive succession, and desertification. …”
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Outcomes of surgical management for temporomandibular joint ankylosis and pseudoankylosis: a retrospective report of 26 cases by Kristin Kocsis, Stephanie Goldschmidt, Graham Paul Thatcher, Charles Lothamer, Lisa Alexandra Mestrinho, Lisa Alexandra Mestrinho

“…Surgical treatment outcomes were categorized with a proposed improvement score classification system based on the percent range of motion (ROM) improvement, requirement for revision surgery, and presence of transiente or permanent complications. …”
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WHY SCIENTIFIC RESEARCH OF A LECTURER IS THE «LAME HORSE» OF MODERN SCIENCE? by Maria A. Belyaeva

“…In particular, researches turn to promoters of themselves to solve financial and organizational issues of a scientific research and promotion of ratings. …”
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Comprehensive Monitoring of Construction Spoil Disposal Areas in High-Speed Railways Utilizing Integrated 3S Techniques by Xiaodong Hu, Bo Xia, Yongqi Guo, Yang Yin, Huihua Chen

“…Inadequate monitoring of spoil disposal areas can lead to significant environmental issues, including soil erosion and geological hazards such as landslides and debris flows, while also hindering the recycling and reuse of construction spoil, thereby impeding the achievement of circular economy and sustainable development goals for high-speed railways. …”
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THE NEXUS BETWEEN INTERNATIONAL TAX COMPETITIVENESS AND THE SHADOW ECONOMY: A CROSS-COUNTRIES ANALYSIS by І. Tiutiunyk, О. Mazurenko, S. Spodin, R. Volynets, M. Hladkovskyi

“…It is concluded that the level of research on these issues in international scientometric publications has been significantly intensified since 2003 and 2005. …”
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Enhanced Conformer-Based Speech Recognition via Model Fusion and Adaptive Decoding with Dynamic Rescoring by Junhao Geng, Dongyao Jia, Zihao He, Nengkai Wu, Ziqi Li

“…While its development drives global information infrastructure and AI strategies, current models still face challenges such as overfitting, local optima, and inefficiencies in decoding accuracy and computational cost. These issues cause instability and long response times, hindering AI’s competitiveness. …”
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Advances in colorectal cancer screening and detection: a narrative review on biomarkers, imaging and preventive strategies by Adil khan, Uswa Hasana, Iman Anum Nadeem, Swara Punit Khatri, Shayan Nawaz, Qurat Ulain Makhdoom, Shahab Wazir, Kirtan Patel, Mohamd Ghaly

“…Hope for more individualized and efficient CRC screening and prevention are provided by new research on biomarkers and technological advancements like artificial intelligence and polygenic risk classification. Conclusion With a variety of invasive and non-invasive techniques available to identify cancer early. …”
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The Use of Artificial Intelligence in Medical Diagnostics: Opportunities, Prospects and Risks by Nataliia Sheliemina

“…This study focuses on the AI application in the diagnostic field, as it is revolutionising the medical industry by offering new opportunities for accurate disease detection, classification, and prediction of treatment outcomes. …”
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Criminal legal basis for an expedited trial procedure provided by the chapter 40 of the Russian Criminal Procedure Code by A. V. Boyarskaya

“…In addition, the classification of crimes enshrined in Article 15 of the Russian Criminal Code is based on such a criterion as the nature and degree of public danger of the crime. …”
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Proper performance of duties that ensure the adversarial nature of criminal proceedings in Russia by E. N. Petukhov, M. A. Neymark

“…The views of scientists on the issues studied in the article are studied, analyzed and evaluated.Conclusions. …”
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