Exploring Schizophrenia Classification in fMRI Data: A Common Spatial Patterns(CSP) Approach for Enhanced Feature Extraction and Classification.

In the exploration of dynamic changes in network connectivity within resting-state functional magnetic resonance imaging (rs-fMRI), the dominant focus has traditionally been on a holistic study of the entire brain. Various methodologies and analyses have been applied in prior research within this domain. This study takes a novel approach by delving into a comparative analysis of the similarities between electroencephalogram (EEG) signals with motor imagery tasks and rs-fMRI signal.

NEUROMARK DFNC PATTERNS: A FULLY AUTOMATED PIPELINE TO ESTIMATE SUBJECT-SPECIFIC STATES FROM RS-FMRI DATA VIA CONSTRAINED ICA OF DFNC IN +100K SUBJECTS.

Resting-state functional MRI (rs-fMRI) provides valuable insights into brain function during rest, but faces challenges in clinical applications due to individual differences in functional connectivity. While Independent Component Analysis (ICA) is commonly used, it struggles to balance individual variations with inter-subject information. To address this, constrained ICA (cICA) approaches have been developed using templates from multiple datasets to improve accuracy and comparability.

Common interventional procedures for chronic non-cancer spine pain: a systematic review and network meta-analysis of randomised trials.

Objective: To address the comparative effectiveness of common interventional procedures for chronic non-cancer (axial or radicular) spine pain.

Design: Systematic review and network meta-analysis (NMA) of randomised controlled trials (RCTs).

Data Sources: Medline, Embase, CINAHL, CENTRAL, and Web of Science from inception to 24 January 2023.

ρ-Coumaric acid-zinc oxide nanoparticles improve post-thaw quality of goat spermatozoa and developmental competence of fertilized oocytes in vitro.

Excessive production of reactive oxygen species (ROS) during cryopreservation and post-thawing affects sperm quality and subsequent fertilizing capacity. Nanoparticles (NPs) with antioxidative properties can improve sperm function and male fertility. The aim of this study was to assess the effect of 100 µM ρ-coumaric acid (ρ-CA), 0.