Abstract This study employs machine learning to detect the severity of major depressive disorder (MDD) through binary and multiclass classifications.We compared models that used only biomarkers of oxidative stress with those that incorporate sociodemographic and health-related factors.Data collected from 830 participants, based on the Patient Healt
Abstract Background Steatosis is an important clinical manifestation associated with chronic hepatitis C virus (HCV) infection.AMP-activated protein kinase (AMPK), a major mediator of lipid metabolism, regulates HCV-associated hepatic steatosis, but the underlying mechanisms remain obscure.Here we investigated the mechanism of HCV nonstructural pro
Nummulites is an index taxon for the Paleogene period.Because of the numerous species of this genus, it takes some time to identify and describe the species.Thus, NUMKey has been developed as a tool to provide convenience for paleontologist in definition of Nummulites species.This program has been written for a Windows operating systems with Visual
A primary concern in a multitude of industrial processes is the precise monitoring of gaseous substances to ensure proper operating conditions.However, many traditional technologies are not suitable for operation under harsh environmental conditions.Radar-based time-of-flight permittivity measurements have been proposed as alternative but suffer fr
Since the 2000s, the demand for enhancing the quality of life of Korean apartment complexes has led to the development of units with diverse outdoor spaces.Analyzing these complexes requires detailed layout data, which are challenging to obtain from construction drawings.This study addresses this issue using the Roboflow map API to collect data bas