A pilot study of novel multi-filter CNN layer.

Convolutional neural networks (CNNs) have reached their peak of complex structures, but until now, few researchers have addressed the problem of relying on one filter size. Mainly a 3 × 3 filter is the most common one used in any structure. Only at the first layers of the CNN model, filters bigger than 3 × 3 could be partially used.

Phase behavior and atomic dynamics in RbNa: insights from machine learning interatomic potentials based onmolecular dynamics.

Liquid alkali metal alloys have garnered significant attention because of their potential applications in coolant systems and batteries, driven by the need for environmental conservation and technological development. However, research on these complex systems is limited, necessitating a deeper understanding to ensure their safe and effective utilization. This study presents a comprehensive investigation of the factors that determine the phase diagram of RbNa1-x.

Biological effect of bone marrow mesenchymal stem cell- derived extracellular vesicles on the structure of alveolar bone in rats with glucocorticoid-induced osteoporosis.

Background: Glucocorticoids are used for the treatment of autoimmune disorders; however, they can elicit several side effects such as osteoporosis. Several approaches can be made to treat glucocorticoid-induced osteoporosis, including the use of stem cells. However, the therapeutic effect of mesenchymal stem cells depends on its released factors, including extracellular vesicles.

Reproductive health of Syrian refugee women in Lebanon: a descriptive analysis of the Sijilli electronic health records database.

Background: The Syrian conflict has been responsible for the highest exodus of refugees, with Lebanon hosting the greatest number of refugees per capita, which placed a significant strain on an already overburdened healthcare system. Women are the most vulnerable group in times of conflict and displacement, with sexual and reproductive health and rights often neglected. This study focuses on the obstetric characteristics and pregnancy outcomes of Syrian Refugee (SR) women in Lebanon, in Comparison to their pre-displacement data.

Predictors of surgical site infection following reconstructive flap surgery: A multi-institutional analysis of 37,177 patients.

Purpose: Rates of surgical site infection (SSI) following reconstructive flap surgeries (RFS) vary according to flap recipient site, potentially leading to flap failure. This is the largest study to determine predictors of SSI following RFS across recipient sites.

Methods: The National Surgical Quality Improvement Program database was queried for patients undergoing any flap procedure from years 2005 to 2020.