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Analysis of Autonomous Penetration Testing Through Reinforcement Learning and Recommender Systems.
Sensors (Basel)
January 2025
Group of Analysis, Security and Systems (GASS), Department of Software Engineering and Artificial Intelligence (DISIA), Faculty of Computer Science and Engineering, Office 431, Universidad Complutense de Madrid (UCM), Calle Profesor José García Santesmases, 9, Ciudad Universitaria, 28040 Madrid, Spain.
Conducting penetration testing (pentesting) in cybersecurity is a crucial turning point for identifying vulnerabilities within the framework of Information Technology (IT), where real malicious offensive behavior is simulated to identify potential weaknesses and strengthen preventive controls. Given the complexity of the tests, time constraints, and the specialized level of expertise required for pentesting, analysis and exploitation tools are commonly used. Although useful, these tools often introduce uncertainty in findings, resulting in high rates of false positives.
View Article and Find Full Text PDFContradictory links between lipid levels and bone health: atherogenic index of plasma and bone microarchitecture.
J Orthop Surg Res
January 2025
Department of Spine, Wangjing Hospital, China Academy of Chinese Medical Sciences, Beijing, 100000, China.
Purpose: Lipids increase osteoporosis and fracture risk, yet research on Atherogenic Index of Plasma (AIP), bone mineral density declines (BMD), and trabecular bone score (TBS) is limited. This study examined the relationships between AIP, TBS, and BMD in American adults using the National Health and Nutrition Examination Survey (NHANES) data, including the effect of obesity.
Methods: Based on data from 3,162 Americans, multivariable logistic regression and a generalized additive model (GAM) were used to analyze AIP, BMD, and TBS.
Consolidation ALK Tyrosine Kinase Inhibitor in Definitively Treated Unresectable Stage III ALK+ NSCLC: Can Real-World Data Inform Clinical Decision in the Absence of a LAURA-Type Designed Trial?
J Thorac Oncol
January 2025
Division of Hematology/Oncology, University of California Irvine School of Medicine, Orange/Irvine, California; Chao Family Comprehensive Cancer Center, Orange/Irvine, California; St. Marianna University School of Medicine, Kawasaki, Japan. Electronic address:
Association between preoperative serum albumin levels and length of stay in elderly patients with hip fractures: A nonlinear relationship.
Medicine (Baltimore)
January 2025
Teaching Office, Second People's Hospital of Shenzhen (First Affiliated Hospital of Shenzhen University), Shenzhen City, China.
Previous studies have provided relatively limited evidence in examining the impact of preoperative serum albumin levels on the length of hospital stay (LOS) in patients with hip fractures. This study aimed to elucidate the association between preoperative serum albumin levels and LOS in elderly patients with hip fractures. This retrospective cohort study included 1444 elderly patients undergoing surgical treatment for hip fractures at the Second People's Hospital of Shenzhen from January 2012 to December 2021.
View Article and Find Full Text PDFDebate: Where to next for universal school-based mental health interventions?
Child Adolesc Ment Health
January 2025
The Matilda Centre for Research in Mental Health and Substance Use, The University of Sydney, Sydney, NSW, Australia.
In this article, we evaluate the current state of universal school-based mental health prevention. We argue that the field is at another pivotal turning point, with many unanswered questions. As youth mental health issues rise in prominence and prevalence, schools increasingly adopt mental health and well-being programmes.
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