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Multimodal Pain Recognition in Postoperative Patients: Machine Learning Approach.
JMIR Form Res
January 2025
Department of Computer Science, University of California, Irvine, Irvine, CA, United States.
Background: Acute pain management is critical in postoperative care, especially in vulnerable patient populations that may be unable to self-report pain levels effectively. Current methods of pain assessment often rely on subjective patient reports or behavioral pain observation tools, which can lead to inconsistencies in pain management. Multimodal pain assessment, integrating physiological and behavioral data, presents an opportunity to create more objective and accurate pain measurement systems.
View Article and Find Full Text PDFDual-hybrid intrusion detection system to detect False Data Injection in smart grids.
PLoS One
January 2025
Department of Electrical Engineering, College of Engineering, Taif University, Taif, Saudi Arabia.
Modernizing power systems into smart grids has introduced numerous benefits, including enhanced efficiency, reliability, and integration of renewable energy sources. However, this advancement has also increased vulnerability to cyber threats, particularly False Data Injection Attacks (FDIAs). Traditional Intrusion Detection Systems (IDS) often fall short in identifying sophisticated FDIAs due to their reliance on predefined rules and signatures.
View Article and Find Full Text PDFBackground: A significant proportion of individuals maintain healthy cognitive function despite having extensive Alzheimer's disease (AD) pathology, known as cognitive resilience. Understanding the molecular mechanisms that protect these individuals can identify therapeutic targets for AD dementia. This study aims to define molecular and cellular signatures of cognitive resilience, protection and resistance, by integrating genetics, bulk RNA, and single-nucleus RNA sequencing data across multiple brain regions from AD, resilient, and control individuals.
View Article and Find Full Text PDFEthical Dilemmas in Clinical Trials of Innovations in Bubble Continuous Positive Airway Pressure Models in Resource-Limited Neonatal Care.
J Paediatr Child Health
January 2025
Bangalore Medical College and Research Institute, Bengaluru, India.
Background: Bubble Continuous Positive Airway Pressure (bCPAP) has become a crucial intervention in neonatal care, particularly in resource-limited settings where access to advanced respiratory support is scarce. While bCPAP offers a cost-effective solution for neonatal respiratory distress, conducting clinical trials in these settings presents significant ethical challenges. Issues of justice, beneficence, and autonomy arise due to disparities in healthcare infrastructure, complexities surrounding informed consent, and the potential exploitation of vulnerable populations.
View Article and Find Full Text PDFFrom Unheard to Empowered: Utilizing Communication Accommodation Theory to Address Black Men's With Prostate Cancer Healthcare Preferences.
Cancer Control
January 2025
Cancer Prevention, Survivorship and Care Delivery (CPSCD) Research Program, Mayo Clinic Comprehensive Cancer Center, Jacksonville, FL, USA.
Objectives: Communication barriers, such as channels, comfort, and location, can negatively impact Black prostate cancer survivors' experiences and health outcomes after treatment. Addressing these barriers promotes a survivor-centric approach that views survivors as active partners in their care. This study explored the communication preferences of Black prostate cancer survivors, focusing on preferred channels, sources, and locations for enhanced quality of life.
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