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A hybrid CNN-Bi-LSTM model with feature fusion for accurate epilepsy seizure detection.
BMC Med Inform Decis Mak
January 2025
The First Affiliated Hospital, and College of Clinical Medicine of Henan University of Science and Technology, Luoyang, China.
Background: The diagnosis and treatment of epilepsy continue to face numerous challenges, highlighting the urgent need for the development of rapid, accurate, and non-invasive methods for seizure detection. In recent years, advancements in the analysis of electroencephalogram (EEG) signals have garnered widespread attention, particularly in the area of seizure recognition.
Methods: A novel hybrid deep learning approach that combines feature fusion for efficient seizure detection is proposed in this study.
Diversity of Soil Microbial Communities in the Bulk and Rhizosphere Soils of Acanthopanax senticosus in Different Habitats.
Curr Microbiol
January 2025
Key Laboratory of Basic and Application Research of Beiyao, Ministry of Education, Heilongjiang University of Chinese Medicine, Harbin, 150040, China.
Comprehending the interplay between the microbial communities of bulk soil (BS) and rhizosphere soil (RS) holds crucial significance in maintaining soil health and fertility, as well as enhancing crop quality. Our research focused on examining these microbial communities in BS and RS of Acanthopanax senticosus, along with their correlation with soil nutrients, across three distinct habitats in Yichun, Heilongjiang Province. To achieve this, we employed high-throughput sequencing technology, specifically targeting the 16S and amplicon regions.
View Article and Find Full Text PDFPriority Clinical Actions for Outpatient Management of Nonhospitalized Traumatic Brain Injury.
J Neurotrauma
January 2025
Zuckerberg San Francisco General Hosptial and Trauma Center, University of California, San Francisco, San Francisco, California, USA.
Outpatient care following nonhospitalized traumatic brain injury (TBI) is variable, and often sparse. The National Academies of Sciences, Engineering, and Medicine's 2022 report on highlighted the need to improve the consistency and quality of TBI care in the community. In response, the present study aimed to identify existing evidence-based guidance and specific clinical actions over the days to months following nonhospitalized TBI that should be prioritized for implementation in primary care.
View Article and Find Full Text PDFRobotically assisted mitral valve repair using the butterfly technique in a patient with a narrow chest.
J Cardiothorac Surg
January 2025
Department of Cardiovascular Surgery, Sapporo Cardio Vascular Clinic, 8-1, Kita 49 jyo, Higashi 16 jyo, Higashi-ku, Sapporo, Hokkaido, 007-0849, Japan.
Background: Minimally invasive cardiac surgery for mitral regurgitation is challenging in patients with narrow chests due to limited thoracic space. The butterfly technique can prevent systolic anterior motion in patients with degenerative mitral regurgitation and redundant posterior leaflets, but it is difficult to perform via minimally invasive cardiac surgery. Few reports have described mitral valve repair using the butterfly technique or in a narrow chest.
View Article and Find Full Text PDFEpidemiological Profile of Bacterial Infections in Burn Patients Over a Five-Year Period.
Cureus
November 2024
Bacteriology Laboratory, Faculty of Medicine and Pharmacy, Mohammed V Military Training Hospital, Mohammed V University, Rabat, MAR.
Introduction: Burn patients are highly susceptible to bacterial infections, which significantly increase morbidity and mortality. Destruction of skin barriers following burns creates an ideal environment for tissue colonization by pathogenic microorganisms.
Objectives: The aim of our study is to establish the epidemiological profile of bacterial infections in burn patients hospitalized in the Burns and Plastic Surgery Department of the Mohamed V Military Teaching Hospital (HMIMV) in Rabat and to describe their sensitivity to antibiotics.
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