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http://dx.doi.org/10.3389/fcvm.2023.1356294 | DOI Listing |
Circ Cardiovasc Interv
January 2025
Division of Cardiology, Weill Cornell Medicine, New York, NY (D.N.F.).
Front Artif Intell
January 2025
Department of Computer Science, University of Saskatchewan, Saskatoon, SK, Canada.
Introduction: Active learning can significantly decrease the labeling cost of deep learning workflows by prioritizing the limited labeling budget to high-impact data points that have the highest positive impact on model accuracy. Active learning is especially useful for semantic segmentation tasks where we can selectively label only a few high-impact regions within these high-impact images. Most established regional active learning algorithms deploy a static-budget querying strategy where a fixed percentage of regions are queried in each image.
View Article and Find Full Text PDFFront Neural Circuits
January 2025
Department of Advanced Medical and Surgical Sciences, Advanced MRI Research Center, University of Campania "Luigi Vanvitelli", Naples, Italy.
The substantia nigra pars compacta (SNc), one of the main dopaminergic nuclei of the brain, exerts a regulatory function on the basal ganglia circuitry via the nigro-striatal pathway but its possible dopaminergic innervation of the thalamus has been only investigated in non-human primates. The impossibility of tract-tracing studies in humans has boosted advanced MRI techniques and multi-shell high-angular resolution diffusion MRI (MS-HARDI) has promised to shed more light on the structural connectivity of subcortical structures. Here, we estimated the possible dopaminergic innervation of the human thalamus via an MS-HARDI tractography of the SNc in healthy human young adults.
View Article and Find Full Text PDFThanks to reviewers who served the Journal of Medical Imaging in 2024.
View Article and Find Full Text PDFWorld J Orthop
January 2025
Undip Biomechanics Engineering and Research Centre, Universitas Diponegoro, Semarang 50275, Central Java, Indonesia.
Total hip arthroplasty for adults with sequelae from childhood hip disorders poses significant challenges due to altered anatomy. The paper published by Oommen reviews the essential management strategies for these complex cases. This article explores the integration of finite element analysis (FEA) to enhance surgical precision and outcomes.
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