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FL-W3S: Cross-domain federated learning for weakly supervised semantic segmentation of white blood cells.
Int J Med Inform
January 2025
Department of Computer Science and Artificial Intelligence, University of Udine, 33100, Italy.
Background: Segmentation models for clinical data experience severe performance degradation when trained on a single client from one domain and distributed to other clients from different domain. Federated Learning (FL) provides a solution by enabling multi-party collaborative learning without compromising the confidentiality of clients' private data.
Methods: In this paper, we propose a cross-domain FL method for Weakly Supervised Semantic Segmentation (FL-W3S) of white blood cells in microscopic images.
Multifunctional Microflowers for Precise Optoacoustic Localization and Intravascular Magnetic Actuation In Vivo.
Adv Healthc Mater
January 2025
Institute for Biomedical Engineering and Institute of Pharmacology and Toxicology, Faculty of Medicine, University of Zürich, Winterthurerstrasse 190, Zurich, 8057, Switzerland.
Efficient drug delivery remains a significant challenge in modern medicine and pharmaceutical research. Micrometer-scale robots have recently emerged as a promising solution to enhance the precision of drug administration through remotely controlled navigation within microvascular networks. Real-time tracking is crucial for accurate guidance and confirmation of target arrival.
View Article and Find Full Text PDFRemote Food Security Research Project: Applying an Indigenist Research Lens.
Health Promot J Austr
January 2025
School of Public Health, the University of Queensland, Herston, Queensland, Australia.
This paper aimed to reflect on how Rigney's model of Indigenist research informed the research design of a project which explored community-led solutions to improve food security in remote Aboriginal and Torres Strait Islander communities. The project was conducted in partnership with two Aboriginal Community Controlled Health Organisations (ACCHOs); Apunipima Cape York Health Council (Apunipima) and Central Australian Aboriginal Congress (Congress), communities in Central Australia and Cape York, Queensland and researchers from the University of Queensland, Monash University, Dalhousie University and Menzies School of Health Research. On reflection the principles of Indigenist research were evident providing a means of resistance to oppression through Indigenous stakeholders being in control of research to address social determinants, in this case food security.
View Article and Find Full Text PDFInjection of hyaluronic acid versus platelet rich plasma for treatment of vulvovaginal atrophy in post-menopausal females.
Arch Dermatol Res
January 2025
Department of Dermatology, Venereology and Andrology, Faculty of Medicine, Ain Shams University, Cairo, Egypt.
Female sexual dysfunction is highly prevalent among postmenopausal females approaching 50%, with vulvovaginal atrophy (VVA) being a cardinal sign. For decades, hormone replacement therapy was the only solution to relieve symptoms associated with this atrophy. However, it was limited by its serious side effects, raising the need for new treatment strategies.
View Article and Find Full Text PDFGenetic diversity and environmental adaptation in Ethiopian tef.
G3 (Bethesda)
January 2025
Department of Soil and Crop Sciences, Colorado State University, Fort Collins, CO 80523, USA.
Orphan crops serve as essential resources for both nutrition and income in local communities and offer potential solutions to the challenges of food security and climate vulnerability. Tef [Eragrostis tef (Zucc.)], a small-grained allotetraploid, C4 cereal mainly cultivated in Ethiopia, stands out for its adaptability to marginal conditions and high nutritional value, which holds both local and global promise.
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