Publications by authors named "P Garcia-Canadilla"

One of the main limitations of conventional absorption-based X-ray micro-computed tomography imaging of biological samples is the low inherent X-ray contrast of soft tissue. To overcome this limitation, the use of ethanol as contrast agent has been proposed to enhance image contrast of soft tissues through dehydration. Some authors have shown that ethanol shrinks and hardens the tissue too much, also causing small tissue ruptures due to fast dehydration.

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Introduction: Transparency and traceability are essential for establishing trustworthy artificial intelligence (AI). The lack of transparency in the data preparation process is a significant obstacle in developing reliable AI systems which can lead to issues related to reproducibility, debugging AI models, bias and fairness, and compliance and regulation. We introduce a formal data preparation pipeline specification to improve upon the manual and error-prone data extraction processes used in AI and data analytics applications, with a focus on traceability.

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Article Synopsis
  • The study aimed to explore how the pulmonary blood vessels behave in fetuses that are growth restricted (FGR) compared to normally grown fetuses, both at baseline and after the mother received extra oxygen.
  • A cohort of 97 FGR and 111 normal fetuses was examined using ultrasound Doppler to capture blood flow data between 24 and 37 weeks of pregnancy, and advanced machine learning and computational modeling were applied to analyze this data.
  • Results showed that FGR fetuses had a lower pulmonary blood flow measurement at baseline and exhibited significant changes in response to oxygen treatment compared to controls, indicating the potential for Doppler ultrasound in managing FGR cases in the future.
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X-ray phase contrast imaging (X-PCI) is a powerful technique for high-resolution, three-dimensional imaging of soft tissue samples in a non-destructive manner. In this technical report, we assess the quality of standard histopathological techniques performed on formalin-fixed, paraffin-embedded (FFPE) human tissue samples that have been irradiated with different doses of X-rays in the context of an X-PCI experiment. The data from this study demonstrate that routine histochemical and immunohistochemical staining quality as well as DNA and RNA analyses are not affected by previous X-PCI on human FFPE samples.

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