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Few-shot transfer learning for individualized braking intent detection on neuromorphic hardware.
J Neural Eng
January 2025
Mechanical and Aerospace, Missouri University of Science and Technology, 400 W 13th St., Rolla, Missouri, 65409, UNITED STATES.
This work explores use of a few-shot transfer learning method to train and implement a convolutional spiking neural network (CSNN) on a BrainChip Akida AKD1000 neuromorphic system-on-chip for developing individual-level, instead of traditionally used group-level, models using electroencephalographic data. The efficacy of the method is studied on an advanced driver assist system related task of predicting braking intention. \emph{Approach}: Data are collected from participants operating an NVIDIA JetBot on a testbed simulating urban streets for three different scenarios.
View Article and Find Full Text PDFChildhood trauma and subclinical PTSD symptoms predict adverse effects and worse outcomes across two mindfulness-based programs for active depression.
PLoS One
January 2025
Department of Psychiatry and Human Behavior, Warren Alpert Medical School, Brown University, Providence, RI, United States of America.
Within mindfulness-based programs (MBPs), mixed results have been found for the role of childhood trauma as a moderator of depression outcomes. Furthermore, childhood trauma and PTSD symptoms have been identified as possible risk factors for the occurrence of meditation-related adverse effects (MRAE). The present research examined multiple forms of childhood trauma and PTSD symptoms as predictors of depression treatment outcomes and MRAEs.
View Article and Find Full Text PDFUtility of Thrombopoietin Receptor Agonists (TPO-RAs) for Prolonged Thrombocytopenia After CAR-T Cell Therapy.
Transplant Cell Ther
January 2025
The University of Chicago Medical Center, Chicago IL.
Background: Chimeric Antigen Receptor T-cell (CAR-T) therapy has revolutionized the treatment landscape for various hematological malignancies. However, it is associated with a range of hematologic complications, including severe and often prolonged thrombocytopenia. Currently, there are no known effective preventative or management measures against CAR-T-induced thrombocytopenia.
View Article and Find Full Text PDFAssessing the role of medical entomology in general medicine education in Iran: expert perspectives and curriculum implications.
BMC Med Educ
January 2025
Student Research Center for Health Sciences, Institute of Health, Shiraz University of Medical Sciences, Shiraz, Iran.
Introduction: The Ministry of Health, Treatment and Medical Education in Iran has tried integrating the primary science curriculum with the clinical program. This means educational reform has been implemented in most medical schools in Iran. In the study of the medical entomology Discipline, prioritization of educational needs, and determination of appropriate solutions to improve the status of the entomology Discipline in the Faculty of Medicine and Health, the basis of experts' opinions were examined and analyzed.
View Article and Find Full Text PDFEULAR recommendations for the treatment of systemic sclerosis: 2023 update.
Ann Rheum Dis
January 2025
Department of Rheumatology, Université Paris Cité UFR de Médecine, Paris, France.
Objectives: To update the 2017 European Alliance of Associations for Rheumatology (EULAR) recommendations for treatment of systemic sclerosis (SSc), incorporating new evidence and therapies.
Methods: An international task force was convened in line with EULAR standard operating procedures. A nominal group technique exercise was performed in two rounds to define questions underpinning a subsequent systematic literature review.
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