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Unsupervised, piecewise linear decoding enables an accurate prediction of muscle activity in a multi-task brain computer interface.
J Neural Eng
January 2025
Department of Neuroscience, Northwestern University, 303 East Chicago Ave, Chicago, Illinois, 60611, UNITED STATES.
Objective: Creating an intracortical brain-computer interface (iBCI) capable of seamless transitions between tasks and contexts would greatly enhance user experience. However, the nonlinearity in neural activity presents challenges to computing a global iBCI decoder. We aimed to develop a method that differs from a globally optimized decoder to address this issue.
View Article and Find Full Text PDFRuntime Analysis of Typical Decomposition Approaches in MOEA/D for Many-Objective Optimization Problems.
Evol Comput
January 2025
College of Science, Northwest A&F University, Yangling 712100, China
Decomposition-based multi-objective evolutionary algorithms (MOEAs) are popular methods utilized to address many-objective optimization problems (MaOPs). These algorithms decompose the original MaOP into several scalar optimization subproblems, and solve them to obtain a set of solutions to approximate the Pareto front (PF). The decomposition approach is an important component in them.
View Article and Find Full Text PDFPatient-Reported Outcomes in Robotic-Assisted vs Manual Cementless Total Knee Arthroplasty.
Arthroplast Today
December 2024
Department of Orthopaedic Surgery, University of Louisville, Louisville, KY, USA.
Background: Robotic-assisted total knee arthroplasty (RA-TKA) was introduced to provide surgeons with virtual preoperative planning and intraoperative information to achieve the desired surgical goals in an effort to improve patient outcomes. The purpose of this study was to compare clinical outcomes and patient-reported outcome measures following primary TKA using RA-TKA vs manual instrumentation.
Methods: This was a retrospective cohort review study comparing 393 primary RA-TKAs vs 312 manual TKAs at a minimum 2-year follow-up.
Risk factors for postoperative relapse of chronic rhinosinusitis with nasal polyps and improvement in clinical treatment.
Am J Transl Res
December 2024
Department of Otolaryngology, Air Force Hospital of The Central Theater Command of PLA Datong 037006, Shanxi, China.
Objectives: To identify the risk factors for postoperative relapse of chronic rhinosinusitis with nasal polyps (CRSwNP) using multivariate Logistic regression analysis and to explore potential improvements in clinical treatment measures.
Methods: We selected 270 CRSwNP patients who underwent surgery at The First People's Hospital of Jiangxia District between January 2022 and July 2024. The patients were divided into two groups based on the presence or absence of postoperative relapse: 40 cases with relapse were designated as the relapse group, and the other 230 cases without relapse were designated as the non-relapse group.
Exosomes derived from bone marrow mesenchymal stem cells ameliorate chemotherapeutically induced damage in rats' parotid salivary gland.
Oral Maxillofac Surg
January 2025
Oral Biology Department, Faculty of Dentistry, Mansoura University, Mansoura, Egypt.
Objective: A nanometer-sized vesicles originating from bone marrow mesenchymal stem cells (BMMSCs), called exosomes, have been extensively recognized. This study defines the impact of BMMSCs and their derived exosomes on proliferation, apoptosis and oxidative stress (OS) levels of CP-induced parotid salivary gland damage.
Methods: BMMSCs were isolated from the tibia of four white albino rats and further characterized by flowcytometric analysis.
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