Machine learning based intrusion detection framework for detecting security attacks in internet of things by V. Kantharaju, H. Suresh, M. Niranjanamurthy, Syed Immamul Ansarullah, Farhan Amin, Amerah Alabrah

“…Abstract The Internet of Things (IoT) consist of a network of interconnected nodes constantly communicating, exchanging, and transferring data over various network protocols. …”
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Preoperative DBT-based radiomics for predicting axillary lymph node metastasis in breast cancer: a multi-center study by Shuyan He, Biao Deng, Jiaqi Chen, Jiamin Li, Xuefeng Wang, Guanxing Li, Siyu Long, Jian Wan, Yan Zhang

“…Abstract Background In the prognosis of breast cancer, the status of axillary lymph nodes (ALN) is critically important. While traditional axillary lymph node dissection (ALND) provides comprehensive information, it is associated with high risks. …”
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Lymph node metastasis in early invasive lung adenocarcinoma: Prediction model establishment and validation based on genomic profiling and clinicopathologic characteristics by Wei Guo, Tong Lu, Yang Song, Anqi Li, Xijia Feng, Dingpei Han, Yuqin Cao, Debin Sun, Xiaoli Gong, Chengqiang Li, Runsen Jin, Hailei Du, Kai Chen, Jie Xiang, Junbiao Hang, Gang Chen, Hecheng Li

“…Abstract Background The presence of lymph node (LN) metastasis directly affects the treatment strategy for lung adenocarcinoma (LUAD). …”
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Predicting lymph node metastasis of clinical T1 non-small cell lung cancer: a brief review of possible methodologies and controversies by Li Zhang, Feiyue Zhang, Feiyue Zhang, Gaofeng Li, Xudong Xiang, Haifeng Liang, Yan Zhang

“…However, the preoperative lymph node staging and intraoperative lymph node dissection patterns of operable clinical T1 NSCLC are still subject to much disagreement, as well as the heterogeneity between primary tumors and metastatic lymph nodes poses a challenge in designing effective treatment strategies. …”
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Incidental discovery of invasive lobular carcinoma and anaplastic large cell lymphoma during sentinel lymph node biopsy: a case report by Euitae Kim

“…This study reports a rare case of concurrent invasive lobular carcinoma (ILC) of the breast and ALK-negative anaplastic large cell lymphoma (ALCL) detected during sentinel lymph node biopsy (SLNB). …”
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Lung cancer-associated fibroblasts-mediated collagen deposition drives mediastinal lymph node metastasis in non-small cell lung cancer by Caoyang Chen, Caoyang Chen, Yuqian Feng, Yuqian Feng, Frankie Chi Fat Ko, Sze Kwan Lam, Sheng Yan, James Chung Man Ho

“…Primary tumors and mediastinal lymph node metastases were analyzed using hematoxylin and eosin (H&E) staining for general morphology, supplemented by immunohistochemistry/immunofluorescence to detect specific protein markers. …”
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Role of upper respiratory tract fibroscopy in patients with cervical lymph node metastases from squamous-cell carcinoma without the primary tumor found by M. A. Krylovetskaya, I. G. Komarov, A. Yu. Kontsevaya, O. A. Malikhova

“…Background. The detection of primary tumor in patients with cervical lymph node metastases without the primary tumor found is very important, because its location often determines the treatment strategy. …”
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Current and Future Strategies in the Diagnosis and Management of Penile Cancer by Samuel M. Lawindy, Alejandro R. Rodriguez, Simon Horenblas, Philippe E. Spiess

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Transcriptome sequencing revealed that lymph node metastasis of papillary thyroid microcarcinoma is associated with high THBS4 expression and PDGFRA+ cancer-associated fibroblasts by LeYin Hu, Yi Lin, JingYu Zheng, Li Wan, Rui Zhao, Yi Ma, JianMin Li

“…The research question addressed whether specific genes, such as thrombospondin-4 (THBS4), could serve as predictive biomarkers for guiding surgical strategies, particularly in cases where current imaging modalities fail to detect LNM in the central region, and the decision for prophylactic central neck dissection remains controversial.MethodsTranscriptome sequencing was employed to screen for differentially expressed genes and perform enrichment analysis. …”
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DIAGNOSTIC AND TREATMENT STRATEGY IN FOLLICULAR TUMOR OF THYROID GLAND by M. V. Mikhailova, I. N. Zubarovskiy, S. K. Osipenko

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Fault Diagnosis Strategy based on EWMA-BN for Chillers by Shang Pengtao, Guo Yabin, Tan Zehan, Chen Huanxin, Ding Xinlei

“…The results also showed that the increase of evidence nodes could improve the accuracy of fault diagnosis results, but the order of the input nodes had no effect on the final results. …”
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Paratuberculosis in sheep and goats: Pathogenesis, diagnostic findings, and control strategies by Mohamed Tharwat, Haytham Ali, Abdulrahman A. Alkheraif

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Fast loop-free path migration strategy in software defined network by Binghao YAN, Qinrang LIU, Jianliang SHEN, Xiantuo TANG, Dong LIANG

“…Aiming at the problems of slow and faulty path migration caused by distributed deployment and asynchronous operation of data plane forwarding devices in software defined network, a fast loop-free path migration strategy was proposed.First, a fast loop detection algorithm based on node ranking was proposed.By comparing the position differences of adjacent nodes on the old and new paths of the flow, whether there was a forwarding loop in the path migration process and the location detection where the loop occurs could be quickly determined.Then, a greedy update mechanism based on node relaxation dependency was proposed.The fast loop detection algorithm was used to uncover the relaxation dependency between the common switches on the old and new paths, and the number of switches updated in each round of the migration process was ensured to be maximized.Simulation results show that the proposed strategy can effectively avoid migration loops and obtain the optimal update time overhead under different network states compared with existing migration schemes.…”
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Spatial-Temporal Correlative Fault Detection in Wireless Sensor Networks by Zhiping Kang, Honglin Yu, Qingyu Xiong, Haibo Hu

“…The proposed fault detection strategy is decentralized, coordinate-free, and node-based, and it uses time series analysis and spatial correlations in the collected data. …”
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GNNMutation: a heterogeneous graph-based framework for cancer detection by Nuriye Özlem Özcan Şimşek, Arzucan Özgür, Fikret Gürgen

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Model-Based Detection of Coordinated Attacks (DCA) in Distribution Systems by Nitasha Sahani, Chen-Ching Liu

“…In this paper, a novel proactive DCA strategy is proposed for early detection of CCA by establishing correlations among distinct attack events through model-based reinforcement learning that utilizes abductive reasoning to conclude the attacker goal. …”
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Detection of Mycobacteria in Arabian camels and antimycobacterial potential of Moringa oleifera by Sahar A. Allam, Eman Mahrous, Sahar T. M. Tolba, Samy M. Mohamed, Mohamed T. Ragab, Rania I. Mohamed

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RDSM: Underwater multi-AUV relay deployment and selection mechanism in 3D space by Yafei Liu, Na Liu, Hao Li, Yi Jiang, Junwu zhu

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Multi-view adversarial attack defending method for host intrusion detection by WANG Fei, QIAN Kehan, LYU Mingqi, ZHU Tiantian, CHEN Honglong

“…Host-based intrusion detection (HID) aims to identify attack behaviors through the analysis of host logs. …”
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RMFKAN: Network Spammers Detection Method Based on Improved Graph Mamba by WANG Yuzhe, YAN Jinghua, BU Fanliang, WANG Yifan, LI Jia, HAN Zhuxuan

“…Existing graph Transformer-based methods for network spammers detection face challenges due to indiscriminate information propagation between nodes within communities. …”
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