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Integrating Uncertainty Into U-Net Robustness Evaluation Under Natural MRI Alterations: Application to Kidney Segmentation

The adoption of deep learning (DL) for medical image seg- mentation in clinical practice is limited by interpretability issues and sen- sitivity to out-of-distribution data. Robust models that maintain stable accuracy while oﬀering reliable uncertainty estimates in the presence of data variations should be required. We propose a framework to evaluate the robustness of U-Net-based segmentation on a kidney MRI dataset, simulating common abdominal MRI distortions. Robustness is assessed using a ...

Effects of Orange Waste Extract Produced by Hydrodynamic Cavitation on the Germination of Chenopodium album L. and Lactuca sativa L.

A byproduct from orange juice processing known as pastazzo represents a significant organic waste stream. Rich in essential oils and known for its inhibitory effect on plant germination, pastazzo could serve as a valuable input for agricultural purposes. This study assesses the effects of a 40% w/v orange pastazzo water extract (OPWE) produced by hydrodynamic cavitation on the germination of two species, one of economic interest (Lactuca sativa L.) and one common weed (Chenopodium album L.). ...

Yield, physicochemical and compositional traits of ‘off-season’ carrot as affected by nitrogen fertilization and harvest time

Nitrogen (N) fertilization is essential for adequate earliness, crop productivity and commercial attractiveness of early carrot. Nonetheless, with a view to ensuring a high-quality and sustainable product, today it is imperative to reduce the N fertilization rates usually adopted in its cultivation areas of southern Italy. On the other hand, other factors such as different harvest times, which are used to modulate the product’s presence on the market, contribute to modifying carrot quality, b...

The bidirectional link between left ventricular hypertrophy and chronic kidney disease. A cross lagged analysis

Background:Heart failure (HF) is known to reduce glomerular filtration rate (GFR), while chronic kidney disease (CKD) significantly increases the risk of left ventricular hypertrophy (LVH) and HF. Although these connections have been explored in separate studies, comprehensive research examining the mutual links between CKD and LVH progression is lacking.Methods:Our study investigates the longitudinal relationship between estimated GFR (eGFR) and left ventricular mass index (LVMI) in a cohort...

Ultrastructural and Molecular Analysis of Vascular Smooth Muscle Cells During the Switch from a Physiological to a Pathological Phenotype

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Prodotti recenti

Integrating Uncertainty Into U-Net Robustness Evaluation Under Natural MRI Alterations: Application to Kidney Segmentation

Effects of Orange Waste Extract Produced by Hydrodynamic Cavitation on the Germination of Chenopodium album L. and Lactuca sativa L.

Yield, physicochemical and compositional traits of ‘off-season’ carrot as affected by nitrogen fertilization and harvest time

The bidirectional link between left ventricular hypertrophy and chronic kidney disease. A cross lagged analysis

Ultrastructural and Molecular Analysis of Vascular Smooth Muscle Cells During the Switch from a Physiological to a Pathological Phenotype

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