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A deep learning based model for diabetic retinopathy grading.

Sci Rep

January 2025

Department of Networks and Cybersecurity, Hourani Center for Applied Scientific Research, Al-Ahliyya Amman University, Amman, Jordan.

Diabetic retinopathy stands as a leading cause of blindness among people. Manual examination of DR images is labor-intensive and prone to error. Existing methods to detect this disease often rely on handcrafted features which limit the adaptability and classification accuracy.

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Disclaimer: In an effort to expedite the publication of articles, AJHP is posting manuscripts online as soon as possible after acceptance. Accepted manuscripts have been peer-reviewed and copyedited, but are posted online before technical formatting and author proofing. These manuscripts are not the final version of record and will be replaced with the final article (formatted per AJHP style and proofed by the authors) at a later time.

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Background: Multiple sclerosis (MS) patients frequently experience gait disturbances, which can be exacerbated in those with vestibular involvement. Various exercise approaches are available to address gait difficulties in this patient population, and the use of vestibular rehabilitation, in particular, has increased recently. However, the effects of this specific exercise approach on gait in MS patients remain unclear.

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Background: Falls on stairs are a major cause of severe injuries among older adults, with stair descent posing significantly greater risks than ascent. Variations in stair descent phenotypes may reflect differences in physical function and biomechanical stability, and their identification may prevent falls.

Aims: This study aims to classify stair descent phenotypes in older adults and investigate the biomechanical and physical functional differences between these phenotypes using hierarchical cluster analysis.

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Giant inguinal hernia with mal-rotation in a resource-limited area: Case report.

Int J Surg Case Rep

January 2025

School of postgraduate, Amoud University, Somalia; Faculty of Science, Charles University, Czechia. Electronic address:

Introduction: Giant inguinoscrotal hernias (GIH), defined as hernias extending below the inner thigh midpoint in a standing position, are rare and often seen in resource-limited settings due to delayed medical care. These hernias pose surgical challenges, particularly in low- and middle-income countries (LMICs), where standardized management protocols are lacking, and risks such as cardiorespiratory compromise are significant.

Case Presentation: A 55-year-old male presented with a large, irreducible right inguinoscrotal hernia of 1.

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