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Medical image classification by incorporating clinical variables and learned features.
R Soc Open Sci
March 2025
School of Electronics and Computer Science, University of Southampton, Southampton, UK.
Medical image classification plays an important role in medical imaging. In this work, we present a novel approach to enhance deep learning models in medical image classification by incorporating clinical variables without overwhelming the information. Unlike most existing deep neural network models that only consider single-pixel information, our method captures a more comprehensive view.
View Article and Find Full Text PDFTherapeutic Potential of Extract for Hair Health Enhancement: A Randomized, Double-Blind, Placebo-Controlled Clinical Trial.
Nutrients
February 2025
Department of Plastic and Reconstructive Surgery, College of Medicine, Seoul National University, Seoul 03080, Republic of Korea.
Hair health critically influences both aesthetic appearance and psychological well-being. Existing treatments often show limited efficacy and may cause side effects. (GP), known for its antioxidant and anti-inflammatory properties, has emerged as a promising botanical agent, although clinical evidence regarding its hair health benefits remains limited.
View Article and Find Full Text PDFDepression and Anxiety in Patients with Psoriasis: A Comprehensive Analysis Combining Bibliometrics, Latent Dirichlet Allocation, and HJ-Biplot.
Healthcare (Basel)
February 2025
Escuela de Medicina, Colegio de Ciencias de la salud, Universidad San Francisco de Quito, Quito 170901, Ecuador.
Patients with psoriasis often experience psychiatric comorbidities, such as depression and anxiety. These comorbidities can lead to poorer adherence to treatment regimens, reduced effectiveness of therapies, and a heightened disease burden. This study aims to explore the scientific output related to psoriasis, depression, and anxiety using a comprehensive analysis combining bibliometric statistical methods.
View Article and Find Full Text PDFAdvanced Doppler Ultrasound Insights: A Multicenter Prospective Study on Healthy Skin.
Diagnostics (Basel)
February 2025
Department of Dermatology, Faculty of Medicine, Universidad de Chile, Santiago 8380453, Chile.
There have been multiple studies on the use of Doppler ultrasound to define skin inflammation, but the visible vessels of healthy skin have yet to be described. This study aimed to evaluate the visible vessels of healthy skin using Doppler ultrasound. Prospective multicenter study using Doppler ultrasound to analyze healthy skin.
View Article and Find Full Text PDFOptical coherence tomography needle probe for real-time visualization of temperature-induced phase changes within subcutaneous fatty tissue.
J Biomed Opt
March 2025
Universität zu Lübeck, Institute of Biomedical Optics, Lübeck, Germany.
: Selective cryolipolysis is a widely used aesthetic procedure that cools subcutaneous adipose tissue to temperatures as low as to induce fat cell destruction. However, real-time monitoring techniques are lacking, limiting the ability to optimize safety and efficacy. Traditional imaging methods either fail to provide adequate penetration depth or lack the resolution necessary for visualizing subcutaneous fatty tissue dynamics.
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