Multi-Stage Adversarial Defense for Online DDoS Attack Detection System in IoT by Yonas Kibret Beshah, Surafel Lemma Abebe, Henock Mulugeta Melaku

“…The framework consists three defense layers: 1) the Resilient Adversarial Detector and Purification (RADP), which detects and purifies adversarial attacks targeting online DDoS attack detection systems against multiple and unknown adversarial attacks. 2) a multiple classifier, that increase complexity for an attacker to replicate the DDoS attack detection model. 3) the Multi-Armed Bandit (MAB) with Thompson Sampling, which dynamically selects the optimal classifier or ensemble of classifiers for each incoming traffic request. …”
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Integrating Water Evaluation and Planning Modeling into Integrated Water Resource Management: Assessing Climate Change Impacts on Future Surface Water Supply in the Irawan Watershe... by Jennifer Collado Cacal, Muhammad Shafqat Mehboob, Ernie Nograles Bañares

“…The results indicate a significant vulnerability to water availability, especially under SSP370 and SSP585, where climate warming is pronounced, leading to significant reductions in streamflow. …”
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Comparative review of intelligent structural safety in building seismic risk mitigation utilizing an integrated artificial intelligence controller by Normaisharah Mamat, Rawad Abdulghafor, Sherzod Turaev, Fitri Yakub

“…This case study illustrates how AI-driven techniques enhance structural resilience and reduce seismic vulnerability. The integration of AI controllers has the potential to enhance the safety and durability of structures by employing advanced computational methods to limit hazards, facilitate real-time response, and optimize structural performance during earthquakes.…”
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A cross-sectional study on the incidence of prosthetic valve thrombosis and its outcome treated with fibrinolysis in a tertiary care hospital by Dhiviya Murugesan, Balasubramanian Sundaram, Nagasundar Gurusamy, Hemanath Ramamurthy, Nisamudeen Kaja Mohideen

“…Conclusion: In conclusion this study sheds light on the complexities and challenges associated with prosthetic valve thrombosis in pregnant patients, patients with sub therapeutic anticoagulation or poor drug consumers. …”
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Development and Validation of Imaging‐Free Myocardial Fibrosis Prediction Models, Association with Outcomes, and Sample Size Estimation for Phase 3 Trials by Nicholas Black, Joshua Bradley, Gavin Lewis, Jakub Lagan, Christopher Orsborne, Fardad Soltani, John P. Farrant, Theresa McDonagh, Matthias Schmitt, João L. Cavalcante, Martin Ugander, Javed Butler, Mark C. Petrie, Christopher A. Miller, Erik B. Schelbert

“…Predicted ECV may foster the design of phase 3 trials targeting myocardial fibrosis with higher numbers of screened and enrolled participants, but with simplified eligibility criteria, avoiding the complexity of tomographic imaging.…”
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<i>Lactobacillus rhamnosus</i> Sepsis in a Preterm Infant Following Probiotic Administration: Challenges in Diagnosis by Ilaria Farella, Maria Fortunato, Domenico Martinelli, Carmela De Carlo, Eleonora Sparapano, Stefania Stolfa, Federica Romanelli, Vittoriana De Laurentiis, Stefano Martinotti, Loredana Capozzi, Stefano Castellana, Antonio Parisi, Giuseppe Latorre

“…These findings emphasize the need for rigorous monitoring, appropriate probiotic strain selection, and optimized safety protocols in NICUs to mitigate potential risks.…”
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Predictive Modeling of Climate-Driven Crop Yield Variability Using DSSAT Towards Sustainable Agriculture by Safa E. El-Mahroug, Ayman A. Suleiman, Mutaz M. Zoubi, Saif Al-Omari, Qusay Y. Abu-Afifeh, Heba F. Al-Jawaldeh, Yazan A. Alta’any, Tariq M. F. Al-Nawaiseh, Nisreen Obeidat, Shahed H. Alsoud, Areen M. Alshoshan, Fayha M. Al-Shibli, Rakad Ta’any

“…Climate change poses a significant threat to agricultural productivity, particularly in regions vulnerable to extreme temperatures and water scarcity, such as Irbid, Jordan. …”
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Optimising neonatal services for very preterm births between 27+0 and 31+6 weeks gestation in England: the OPTI-PREM mixed-methods study by Thillagavathie Pillay, Oliver Rivero-Arias, Natalie Armstrong, Sarah E Seaton, Miaoqing Yang, Victor L Banda, Kelvin Dawson, Abdul QT Ismail, Vasiliki Bountziouka, Caroline Cupit, Alexis Paton, Bradley N Manktelow, Elizabeth S Draper, Neena Modi, Helen E Campbell, Elaine M Boyle

“…Aim To investigate, for preterm babies born between 27+0 and 31+6 weeks gestation in England, optimal place of birth and early care. Design Mixed methods. …”
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Confronting the Gap between Classroom Ideals and the Reality of Clinical Culture: A Student’s Perspective by Isabelle Band, Krishna Chokshi

“…Their exhaustion was compounded by the fact that most of their patients were among the city’s most vulnerable, including incarcerated persons like JA. …”
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