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Systematic Review of Hybrid Vision Transformer Architectures for Radiological Image Analysis.
J Imaging Inform Med
January 2025
School of Computing, Informatics, and Decision Systems Engineering, Arizona State University, Tempe, AZ, USA.
Vision transformer (ViT)and convolutional neural networks (CNNs) each possess distinct strengths in medical imaging: ViT excels in capturing long-range dependencies through self-attention, while CNNs are adept at extracting local features via spatial convolution filters. While ViT may struggle with capturing detailed local spatial information, critical for tasks like anomaly detection in medical imaging, shallow CNNs often fail to effectively abstract global context. This study aims to explore and evaluate hybrid architectures that integrate ViT and CNN to leverage their complementary strengths for enhanced performance in medical vision tasks, such as segmentation, classification, reconstruction, and prediction.
View Article and Find Full Text PDFBackground: In patients with asthma, bronchoconstriction and airway inflammation both contribute to airway narrowing and airflow limitations, which lead to symptoms and exacerbations. Short-acting beta 2-agonist (SABA)-only rescue therapy addresses only bronchoconstriction and is associated with increased morbidity and mortality. Current asthma management guidelines recommend concomitant treatment of symptoms and inflammation with a fast-acting bronchodilator and inhaled corticosteroid (ICS) as rescue therapy for patients 12 years of age.
View Article and Find Full Text PDFHome mechanical ventilation: a narrative review and a proposal of practical approach.
Braz J Anesthesiol
January 2025
Hospital de Clínicas de Porto Alegre, Serviço de Pneumologia, Programa de Residência Médica em Medicina do Sono e Suporte Ventilatório, Porto Alegre, RS, Brazil.
Growing evidence of the benefits of home ventilatory support in patients with chronic respiratory failure along with technological advances in ventilators have enabled their use in overly complex situations, shaping a new scenario for physicians. This has further given rise to new challenges related to their incorporation into current medical practice. However, this evolution needs to be coupled with knowledge and skills of physicians who are willing to prescribe Home Mechanical Ventilation (HMV), in order to prevent them from making inappropriate choices or adjustments that may ultimately have ethical and legal implications.
View Article and Find Full Text PDFReal-world implementation of pain science education and barriers to use in private practice physiotherapy settings: an Australia-wide cross-sectional survey.
Pain
January 2025
Innovation, IMPlementation And Clinical Translation (IIMPACT) in Health, University of South Australia, Kaurna Country, Adelaide, Australia.
Physiotherapists are critically positioned to integrate education into patient care, including pain science education (PSE) to enhance management and outcomes. Anecdotally, many physiotherapists report difficulty providing PSE in private practice settings. Here, we aimed to explore current PSE use, knowledge, and barriers to implementation.
View Article and Find Full Text PDFImpact of low back and neck pain on the Spanish women-workers' health: effectiveness of a Back School.
Eur J Phys Rehabil Med
January 2025
Preventive Medicine, Epidemiology and Public Health Area, Department of Biomedical and Diagnostic Sciences, University of Salamanca, Institute for Biomedical Research of Salamanca (IBSAL), Salamanca, Spain -
Background: Neck and back pain pathologies are currently the main cause of absenteeism from work in Spain and in the European Union, and represent a high socio-labor, economic and health cost for the Health Systems.
Aim: To assess the effectiveness of a Back School Program of a Spanish mutual insurance company (risk factors, pain and disability scales) in women workers with low back or neck pain.
Design: We combined a descriptive study of first-session data collected in the total sample and a prospective multicenter intervention study in those participants who completed the second and third check-up at 6 and 9 months.
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