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Protecting digital assets using an ontology based cyber situational awareness system.
Front Artif Intell
January 2025
RV University, Bengaluru, India.
Introduction: Cyber situational awareness is critical for detecting and mitigating cybersecurity threats in real-time. This study introduces a comprehensive methodology that integrates the Isolation Forest and autoencoder algorithms, Structured Threat Information Expression (STIX) implementation, and ontology development to enhance cybersecurity threat detection and intelligence. The Isolation Forest algorithm excels in anomaly detection in high-dimensional datasets, while autoencoders provide nonlinear detection capabilities and adaptive feature learning.
View Article and Find Full Text PDFSimulated practice in the development of clinical reasoning in nursing students: A systematic review protocol.
MethodsX
June 2025
Departamento de Enfermagem, Universidade de Évora, Évora 7000-811, Portugal.
is a pedagogical technique that replicates real-world scenarios in a controlled environment, enabling nursing students to engage in the teaching-learning process actively. While simulated practice is a growing pedagogical strategy, several studies have examined its strengths and limitations. However, evidence of its effectiveness in developing clinical reasoning skills among nursing students still needs to be improved.
View Article and Find Full Text PDFMTIOT: Identifying HPV subtypes from multiple infection data.
Comput Struct Biotechnol J
December 2024
Key Laboratory of Systems Biology, Center for Excellence in Molecular Cell Science, Shanghai Institute of Biochemistry and Cell Biology, Chinese Academy of Sciences, Shanghai 200031, China.
Persistent infection with high-risk human papillomavirus (hrHPV) is a major cause of cervical cancer. The effectiveness of current HPV-DNA testing, which is crucial for early detection, is limited in several aspects, including low sensitivity, accuracy issues, and the inability to perform comprehensive hrHPV typing. To address these limitations, we introduce MTIOT (Multiple subTypes In One Time), a novel detection method that utilizes machine learning with a new multichannel integration scheme to enhance HPV-DNA analysis.
View Article and Find Full Text PDFImplementation of an information system for tuberculosis in healthcare facilities in Indonesia: evaluation of its effectiveness and challenges.
Arch Public Health
January 2025
Field of Control and Disease Prevention, Provincial Health Office of Yogyakarta Special Region, Yogyakarta, 55231, Indonesia.
Background: Tuberculosis (TB) surveillance in Indonesia is currently supported by the recording and reporting technology Tuberculosis Information System (Sistem Informasi Tuberkulosis [SITB]). SITB is used by all health workers responsible for TB programs in health facilities or hospitals throughout Indonesia. The satisfaction and ease of use of SITB affect the speed and accuracy of TB case reporting.
View Article and Find Full Text PDFPrescribing Psychostimulants for the Treatment of Stimulant Use Disorder: Navigating the Federal Legal Landscape.
J Addict Med
January 2025
From the Division of General Internal Medicine, San Francisco General Hospital, Department of Medicine, University of California San Francisco, San Francisco, CA (LWS); San Francisco Department of Public Health, San Francisco, CA (POC); Vital Strategies, New York, NY (KB, DC); Network for Public Health Law, Edina, MN (CSD); and New York University Grossman School of Medicine, New York, NY (CSD).
Stimulant use disorder (StUD) is a rapidly growing concern in the United States, with escalating rates of death attributed to amphetamines and cocaine. No medications are currently approved for StUD treatment, leaving clinicians to navigate off-label medication options. Recent studies suggest that controlled prescription psychostimulants such as dextroamphetamine, methylphenidate, and modafinil are associated with reductions in self-reported stimulant use, craving, and depressive symptoms.
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