Efficiency of Bacteriophage-Based Detection Methods for Non-Typhoidal <i>Salmonella</i> in Foods: A Systematic Review by Preeda Phothaworn, Chatruthai Meethai, Wanchat Sirisarn, Janet Yakubu Nale

“…Further research and development will be pivotal to overcoming challenges and maximizing the efficiency of NTS phage-based detection to ensure optimal food safety.…”
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Reinforcement Learning With Deep Features: A Dynamic Approach for Intrusion Detection in IoT Networks by Mohamad Khayat, Ezedin Barka, Mohamed Adel Serhani, Farag Sallabi, Khaled Shuaib, Heba M. Khater

“…Furthermore, an RL-based IDS (RL-IDS) that incorporates RNNs and autoencoders with a deep Q-network was proposed to enhance threat detection. Experimental outcomes emphasize the superiority of the method, obtaining 99.45% accuracy with 70% training data and 99.80% with 80%. …”
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Forecasting Eruptions at Steamboat Geyser: Time Scales, Differentiability, and Detectability of Seismic Precursors Through Data‐Driven Methods by Alberto Ardid, Anna Barth, David Dempsey, Michael Manga, Shane J. Cronin

“…A template matching analysis identified an optimal 18‐hr window for detecting precursors. We applied a random forest to classify pre‐eruptive and non‐eruptive data for out‐of‐sample eruptions (eruptions that were not included in the model's training data), showing ability to distinguish between the two. …”
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Social Media Text Stance Detection Based on Large Language Models by LI Juhao, SHI Lei, DING Meng, LEI Yongsheng, ZHAO Dongyue, CHEN Long

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Logistics Hub Surveillance: Optimizing YOLOv3 Training for AI-Powered Drone Systems by Georgios Tepteris, Konstantinos Mamasis, Ioannis Minis

“…In this work, we propose methods to optimize the training of such high-performing systems. …”
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Exploring the standardized detection and sampling methods of human nasal SARS-CoV-2 RBD IgA by Xuanxuan Zhang, Xuanxuan Zhang, Jizong Jia, Chaoying Hu, Chaoying Hu, Yulong Fu, Guanxing Liu, Yajing Li, Qian He, Qian He, Fan Gao, Fan Gao, Na Li, Lina Wang, Jianping Chu, Henggang Xu, Zhihao Fu, Zhihao Fu, Hui Zhao, Hui Zhao, Zhenglun Liang, Zhenglun Liang, Jingxin Li, Miao Xu, Miao Xu, Qunying Mao, Qunying Mao

“…However, a lack of standardized nasal antibody detection and sampling methods has hindered cross-study comparability and vaccine development.MethodsThis study uses SARS-CoV-2 as a model pathogen to standardize nasal antibody detection methods and sampling methods. …”
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Catalytic test-method for determination of ruthenium microquantities based on methyl orange oxidation with potassium periodate by E. G. Khomutova, N. A. Maltseva, S. A. Zagorodnikova

“…The conditions for the indicator reaction performance were optimized. It is possible to determine ruthenium in the range of its concentrations 0.010 ÷ 0.55 µg/ml .The detection limit equals to 0.0035 µg/ml, the relative standard deviation (RSD) is not higher than 0.058. …”
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Age of Information-Optimized Differential Protection Strategy for Smart Grids by Jiajia Fu, Zhongmiao Kang, Ying Zeng, Zanhong Wu

“…Our analysis reveals that treating AoI as auxiliary side information, rather than a standalone optimization goal, significantly enhances the timeliness of information and indirectly improves fault detection accuracy. …”
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Joint Optimization of Carrier Frequency and PRF for Frequency Agile Radar Based on Compressed Sensing by Zhaoxiang Yang, Hao Zheng, Yongliang Zhang, Junkun Yan, Yang Jiang

“…The echo of optimized signals is subsequently reconstructed using the alternating direction method of multipliers (ADMM) algorithm. …”
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A panting behavior-driven assessment framework for summer ventilation quality optimization in layer houses by Zixuan Zhou, Lihua Li, Hao Xue, Yuchen Jia, Yao Yu, Zongkui Xie, Yuhan Gu

“…Addressing the issue of ''qualified environmental parameters but chicken discomfort'' caused by traditional methods overlooking spatial heterogeneity and individual differences, a dynamic ventilation quality assessment method based on panting behavior detection in laying hens was proposed. …”
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Application of Doehlert design combined with chemometrics tools: Example of the optimization of the elution of neurotransmitters and metabolites by HPLC by Camille Rosier, Bruno P. Guiard, Guillaume Gotti

“…Moreover, the combination of parameters has been taken into account with chemometrics, allowing a highly effective enhancement of compound elution. The optimized method achieves low detection and quantification limits in the nanomolar range, making it suitable for precise neurotransmitter analysis in complex biological samples.…”
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LightEnsemble-Guard: An Optimized Ensemble Learning Framework for Securing Resource-Constrained IoT Systems by Muhammad Usama Tanveer, Kashif Munir, Madiha Amjad, Hasan J. Alyamani, Amine Bermak, Atiq Ur Rehman

“…This ensemble strategy ensures an optimal balance between detection performance and computational resource utilization, making it well-suited for IoT networks, where processing power and memory are limited. …”
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Detection of Hedyotis corymbosa (L.) Lam. in traditional Chinese medicine Hedyotis diffusa Willd. with the Proofman-LMTIA method by Yongzhen Wang, Juan Tian, Dan Zhou, Deguo Wang, Bailing Yin

“…The repeatability and reliability were also assessed. The optimal reaction temperature of the Proofman-LMTIA method was 61 °C. …”
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Simulation Analysis of Near and Remote Field Pulse Eddy Current Composite Detection Method for Single-Metal Pipeline by Xiaomin Shen, Xiaoting Guo, Zihan Wang, Mingda Song, Wenguang Hu

“…Traditional electromagnetic non-destructive testing (NDT) methods like eddy current testing (ECT) face limitations in detecting deep defects due to the skin effect. …”
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Evaluation of Weed Infestations in Row Crops Using Aerial RGB Imaging and Deep Learning by Plamena D. Nikolova, Boris I. Evstatiev, Atanas Z. Atanasov, Asparuh I. Atanasov

“…One of the important factors negatively affecting the yield of row crops is weed infestations. Using non-contact detection methods allows for a rapid assessment of weed infestations’ extent and management decisions for practical weed control. …”
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DualPFL: A Dual Sparse Pruning Method with Efficient Federated Learning for Edge-Based Object Detection by Shijin Song, Sen Du, Yuefeng Song, Yongxin Zhu

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Method for Detecting Small Aerial Objects Appearing in Field of View in Controlled Part of Celestial Sphere in Infrared Range by F. G. Agayev, H. H. Asadov, G. V. Aliyeva

“… The article is devoted to the developed method of infrared detection of group remote high-temperature objects. …”
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An Unsupervised Remote Sensing Image Change Detection Method Based on RVMamba and Posterior Probability Space Change Vector by Jiaxin Song, Shuwen Yang, Yikun Li, Xiaojun Li

“…The experimental results on seven change detection datasets confirmed that the proposed method outperforms five state-of-the-art competitive CD methods.…”
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Detection of the thaumatin-like protein gene from Brassica rapa var. oleifera in honey with the Proofman-LMTIA method by Wei Yao, Dandan Xu, Dan Zhou, Jinxin Liu, Xiaohua Zhang, Yao Wang, Deguo Wang

“…The results showed that the Proof-man LMTIA method was highly specific with a detection sensitivity of 30-40 copies genomic DNA/reaction at the optimal temperature of 60°C, and the amplification could be completed within 20 min. …”
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Feature Selection for the Automated Detection of Metaphase Chromosomes: Performance Comparison Using a Receiver Operating Characteristic Method by Yuchen Qiu, Jie Song, Xianglan Lu, Yuhua Li, Bin Zheng, Shibo Li, Hong Liu

“…The purpose of this study is to identify a set of features for optimizing the performance of metaphase chromosome detection under high throughput scanning microscopy. …”
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