It is shown that the time required for selecting most perfect sequences can be decreased by several orders at the expense of block-hierarchic principle of biological objects structure.
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Enhanced hybrid attention deep learning for avocado ripeness classification on resource constrained devices.
Sci Rep
January 2025
Faculty of Science and Technology, Suan Sunandha Rajabhat University, Bangkok, 10300, Thailand.
Attention mechanisms such as the Convolutional Block Attention Module (CBAM) can help emphasize and refine the most relevant feature maps such as color, texture, spots, and wrinkle variations for the avocado ripeness classification. However, the CBAM lacks global context awareness, which may prevent it from capturing long-range dependencies or global patterns such as relationships between distant regions in the image. Further, more complex neural networks can improve model performance but at the cost of increasing the number of layers and train parameters, which may not be suitable for resource constrained devices.
View Article and Find Full Text PDFThe Efficacy of Superior Laryngeal Nerve Block for Chronic Cough: A Scoping Review.
J Voice
January 2025
Department of Otolaryngology-Head and Neck Surgery, Wake Forest University School of Medicine, Winston-Salem, NC.
Objective: Chronic cough poses diagnostic and treatment challenges due to its often multifactorial nature. Chronic cough associated with laryngeal hypersensitivity is linked to sensory neuropathy of the superior laryngeal nerve and can be complex to manage. Superior laryngeal nerve (SLN) blocks are increasingly being utilized by laryngologists to treat refractory chronic cough with the intent of reducing inflammation and nerve hypersensitivity.
View Article and Find Full Text PDFEffect of Dexmedetomidine on Blood Loss and Patient Outcomes in Orthognathic Surgery: A Randomised Clinical Trial.
Int Dent J
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Department of Dental Pathology, Faculty of Dentistry, Chulalongkorn University, Bangkok, Thailand.
Introduction And Aims: Blood loss is a common side-effect in orthognathic surgery. Deliberated hypotensive anaesthesia can reduce blood loss. The purpose was to evaluate the effect of add-on dexmedetomidine compared with the usual hypotensive drug bolus on blood loss and patient outcomes in orthognathic surgery.
View Article and Find Full Text PDFUse of Telehealth as an Adjunct to Conventional Mental Health Care.
Obstet Gynecol Clin North Am
March 2025
Division of Maternal-Fetal Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY, USA. Electronic address:
The lack of resources for mental health diagnosis and treatment contributes greatly to maternal morbidity and mortality. Social and cultural barriers, along with the impact of social determinants of health create burdens that prevent mothers from accessing care and treatment. Telehealth care improves access and is widely accepted by clinicians, patients, and their families by reducing need for in person visits, providing privacy, and decreasing costs.
View Article and Find Full Text PDFA miniaturized colorimetric-photoacoustic dual-mode device for point-of-care testing of ascorbic acid and ascorbate oxidase.
Anal Chim Acta
March 2025
The Radiology Department of Shanxi Provincial People's Hospital Affiliated to Shanxi Medical University, Taiyuan, 030001, China. Electronic address:
Background: Real-time and rapid detection of ingredients in food has important significance for food safety. However, traditional detection methods not only require bulky and costly instruments but also are often based on single-mode analysis, limiting their accuracy and applications in point-of-care testing. Herein, an integrated and miniaturized dual-mode device based on colorimetric and photoacoustic (PA) principles is developed, using Au@Ag nanoparticles (Au@AgNPs) as signal probe and ascorbic acid (AA) and ascorbate oxidase (AAO) as analytes.
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