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European Radiology Experimental • Vol 8 • No 1
Estimating the volume of penumbra in rodents using DTI and stack-based ensemble machine learning framework
2024
Abstract Background This study investigates the potential of diffusion tensor imaging (DTI) in identifying penumbral volume (PV) compared to the standard gadolinium-required perfusion–diffusion mismatch (PDM), utilizing a stack-based ensemble machine learning…
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Mathematics

Area of knowledge

Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics with the major subdisciplines of number theory, algebra, geometry, and analysis, respectively. There is no general consensus among mathematicians about a common definition for their academic discipline.

Most mathematical activity involves the discovery of properties of abstract objects and the use of pure reason to prove them. These objects consist of either abstractions from nature or—in modern mathematics—entities that are stipulated to have certain properties, called axioms.

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European Radiology Experimental • Vol 8 • No 1
Estimating the volume of penumbra in rodents using DTI and stack-based ensemble machine learning framework
2024
Abstract Background This study investigates the potential of diffusion tensor imaging (DTI) in identifying penumbral volume (PV) compared to the standard gadolinium-required perfusion–diffusion mismatch (PDM), utilizing a stack-based ensemble machine learning (ML) approach with enhanced explainability. Methods Sixteen male rats were subjected to middle cerebral artery occlusion. The penumbra was identified using PDM at 30 and 90 min after occlusion. We used 11 DTI-derived metrics and 14 distance-based features to …
Click Mathematics Vs:
Diffusion-Weighted Magnetic Resonance Imaging
Pearson Correlation Coefficient
Nuclear Medicine
Umbra, Penumbra And Antumbra
Artificial Intelligence
Computer Science
Statistics
Medicine
Physics
Click Mathematics Vs:
Ischemia
Radiology
Quantum Mechanics