A Novel Self-Attention-Enabled Weighted Ensemble-Based Convolutional Neural Network Framework for Distributed Denial of Service Attack Classification by Shravan Venkatraman, S. Kanthimathi, K. S. Jayasankar, T. Pranay Jiljith, R. Jashwanth

“…Distributed Denial of Service (DDoS) attacks are a major concern in network security, as they overwhelm systems with excessive traffic, compromise sensitive data, and disrupt network services. Accurately detecting these attacks is crucial to protecting network infrastructure. …”
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PSYCHOLOGICAL INVOLVEMENT AS A BASIS FOR STIMULATING THE ACTIVITY OF STUDENTS OF DEPARTMENTAL UNIVERSITIES by Natalia E. Serebrovskaya, Maria P. Shcherbakova, Darya M. Gnezdilova

“…The objective of the study is to detect key factors defining the psychological engagement of cadets in the educational institutions of the ministry as well as to analyze their influence on the academical success and professional self-conscience to develop a set of pedagogical methods of upbringing aimed at increasing the efficiency of educational process. …”
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Diagnostic value of Epstein – Barr virus DNA quantification in blood leukocytes in children with infectious mononucleosis by M. I. Popkova, E. N. Filatova, E. A. Soboleva, D. A. Bryzgalova, E. A. Kulova, N. A. Sakharnov, O. V. Utkin

“…High EBV VL (equal to or above the set threshold) is associated with an 8.5-fold increased risk of detecting active EBV infection compared to children who have a low VL (below a set threshold) (RR 8.5; 95% CI: 3.7–19.7, p<0.001).Conclusion. …”
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Innovative label-free lymphoma diagnosis using infrared spectroscopy and machine learning on tissue sections by Charlotte Delrue, Mattias Hofmans, Jo Van Dorpe, Malaïka Van der Linden, Zen Van Gaever, Tessa Kerre, Marijn M. Speeckaert, Sander De Bruyne

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Community-based type 2 diabetes screening programmes designed for priority populations: a scoping review protocol by Ghazal S Fazli, Muhanad Ahmed Ali, David Gerstle, Fatema Mahad Ali, Aimen Zehra

“…Although earlier and more frequent screening of diabetes promotes early detection to prevent adverse outcomes, this is a significant barrier for priority populations due to inequities that hinder access to critical preventive screening in primary care settings. …”
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Fault Diagnosis Method of Rolling Bearing Based on Variational Modal Decomposition Multisynchrosqueezing Transform Combined With Long Short-Term Memory Networks by Tao Liang, Qingzhao Lv, Jianxin Tan, Yanwei Jing, Hexu Sun

“…This method is compared with other fault diagnosis methods through test data sets. The results show that the method proposed in this paper is superior to other methods in recognition accuracy and recognition type, can accurately identify and classify bearing faults, and has strong generalization. …”
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Schistosoma mansoni and soil-transmitted helminth infections among schoolchildren living along the shore of Lake Hawassa, southern Ethiopia by Belay Beyene, Susana Vaz Nery, Tariku Lambiyo, Techalew Shimelis

“…In Ethiopia, there is limited data available for monitoring the efficacy of interventions aimed at reducing helminth infections. …”
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Validation of an Automated Cell Counter Method for HLA-DR and CD3 Expression in Cells Obtained from Low Volume Human Tears by Carmen Ciavarella, Annalisa Astolfi, Chiara Coslovi, Michele Potenza, Gianandrea Pasquinelli, Luigi Fontana, Piera Versura

“…Data were comparable to those obtained from standard flow cytometry analysis.HLA-DR increase in CCL20.2 exposed to hyperosmolar stress was recorded using Countess 3FL reading, confirming the detection capacity of the proposed method. …”
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Integration of wearable technology and artificial intelligence in digital health for remote patient care by Yazeed Yasin Ghadi, Syed Faisal Abbas Shah, Wajahat Waheed, Tehseen Mazhar, Wasim Ahmad, Mamoon M. Saeed, Habib Hamam

“…Additionally, the vast volume of real-time health data from wearables leads to data overload and usability issues in clinical settings. …”
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ENVIRONMENTAL EDUCATION AS A SYSTEM-FORMING FACTOR IN THE CONCEPT OF SUSTAINABLE DEVELOPMENT (ON THE EXAMPLE OF DAKHADAYEVSKY DISTRICT, DAGESTAN) by G. M. Abdurakhmanov, N. O. Guseynova, S. V. Prokopchik

“…Statistical processing of research data was based on well-known techniques and conducted using Excel and Statistica software packages. …”
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A privacy preserving machine learning framework for medical image analysis using quantized fully connected neural networks with TFHE based inference by Sadhana Selvakumar, B. Senthilkumar

“…However, sharing sensitive raw medical data with third parties for analysis raises significant privacy concerns. …”
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Cardio-rheumatology: integrated care and the opportunities for personalized medicine by Tania Ruiz Maya, Ashley Ciosek, Tracy Frech, Genessis Maldonado, Kevin Myers, Erin Chew, Justin Baba, Anthony Donato, Deepak Gupta, Laura Ross

“…Utilizing advances in imaging techniques and systemic retrieval and analysis of complex data sets, our dedicated cardio-rheumatology clinic offers opportunities for therapeutic advances and personalized medicine through mechanistic disease phenotyping in SSc. …”
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Application of Distributed Acoustic Sensing in Anchor Damage Monitoring on Submarine Cables by ZHANG Hong, WU Mingnian, WANG Daogen, MU Zhangjian, XIE Shuhong, WU Zhengming, LI Songlin, CHEN Qingqing

“…In the tests using one anchor damage dataset alongside two non-damage datasets, the algorithm effectively distinguished the anchor damage data by employing filtering techniques based on the intensity and duration of feature curves, as well as by detecting profile defects in these curves.…”
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Improving the Predictive Accuracy of the National Early Warning Score 2: Protocol for Algorithm Refinement by Chris Plummer, Cen Cong, Madison Milne-Ives, Lynsey Threlfall, Peta Le Roux, Edward Meinert

“…It will investigate whether using the currently collected data differently and the inclusion of additional data would result in an improved algorithm. …”
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Indicators of clinical deterioration in adult general ward patients from nurses’ perspectives: a mixed-methods systematic review by Jeehae Chung, Hyesil Jung

“…Although objective measures are commonly used, recent research suggests that subjective data and nurses’ intuitions can serve as valuable indicators for early detection of deterioration in patients. …”
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Risk and Protective Factors Associated with Ovarian Cancer among Two Egyptian Cohorts by Sahar A. A. Ahmed, Sahar Yassien

“…Nurse is a key person in the effort of health promotion, screening, and early detection. As well as care through the illness continuum. …”
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Identification of NAPL Contamination Occurrence States in Low-Permeability Sites Using UNet Segmentation and Electrical Resistivity Tomography by Mengwen Gao, Yu Xiao, Xiaolei Zhang

“…To address the challenges in identifying NAPL contamination within low-permeability clay sites, this study innovatively integrates high-density electrical resistivity tomography (ERT) with a UNet deep learning model to establish an intelligent contamination detection system. Taking an industrial site in Shanghai as the research object, we collected apparent resistivity data using the WGMD-9 system, obtained resistivity profiles through inversion imaging, and constructed training sets by generating contamination labels via K-means clustering. …”
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Establishing magnetic resonance imaging as an accurate and reliable tool to diagnose and monitor esophageal cancer in a rat model. by Juliann E Kosovec, Ali H Zaidi, Yoshihiro Komatsu, Pashtoon M Kasi, Kyle Cothron, Diane V Thompson, Edward Lynch, Blair A Jobe

“…<h4>Background</h4>The Levrat model has proven utility in terms of its ability to replicate Barrett's carcinogenesis by inducing gastroduodenoesophageal reflux (GDER). Due to lack of data on the utility of non-invasive methods for detection of esophageal cancer, treatment efficacy studies have been limited, as adenocarcinoma histology has only been validated post-mortem. …”
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Factors associated with the timely initiation of antenatal care: findings from a cross-sectional study in Northern Bangladesh by Bidhan Krishna Sarker, Musfikur Rahman, Tanjina Rahman, Tawhidur Rahman

“…Objective This paper explored the factors that influence the timely initiation of antenatal care (ANC) in Bangladesh.Design This was a cross-sectional survey.Setting This study conducted in two rural subdistricts and one urban area from three Northern districts of Bangladesh from August to November 2016.Participants Women who had a live birth in the last 1 year prior to data collection were enrolled for this study. …”
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Development of Electronic Nose as a Complementary Screening Tool for Breath Testing in Colorectal Cancer by Chih-Dao Chen, Yong-Xiang Zheng, Heng-Fu Lin, Hsiao-Yu Yang

“…Excluding smokers, the sensitivity and specificity were 0.88 and 0.92. (4) Conclusions: This study highlights the promising potential of breath testing using an electronic nose for enabling early detection and reducing unnecessary treatments. However, more independent data for external validation are required to ensure applicability and generalizability.…”
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