Breast cancer classification in point-of-care ultrasound imaging-the impact of training data.

Purpose: The survival rate of breast cancer for women in low- and middle-income countries is poor compared with that in high-income countries. Point-of-care ultrasound (POCUS) combined with deep learning could potentially be a suitable solution enabling early detection of breast cancer. We aim to improve a classification network dedicated to classifying POCUS images by comparing different techniques for increasing the amount of training data.

Effects of converting cropland to grassland on greenhouse gas emissions from peat and organic-rich soils in temperate and boreal climates: a systematic review.

Background: To align with climate goals, greenhouse gas (GHG) emissions from agriculture must be reduced significantly. Cultivated peatlands are an important source of such emissions. One proposed measure is to convert arable fields on peatlands to grassland, as the Intergovernmental Panel on Climate Change (IPCC) default emission factors (EF) for organic soils are lower from grasslands.

Extracellular peroxiredoxin 6 released from alveolar epithelial cells as a DAMP drives macrophage activation and inflammatory exacerbation in acute lung injury.

Acute respiratory distress syndrome (ARDS) is featured with acute lung inflammatory injury. Our prospective study found that higher levels of peroxiredoxin 6(PRDX6) were detected in bronchoalveolar lavage (BAL) fluid from ARDS patients. Elevated PRDX6 was also correlated with monocytic activation and poor prognosis in ARDS patients.

Perspectives Toward COVID-19 Sanctions in the Orthodox Jewish Community in Brooklyn and Queens: A Qualitative Study of Medical Providers Experience.

The Ultra-Orthodox (Haredi) Jewish Community in New York City suffered significantly during the COVID-19 pandemic. The community came under public scrutiny after some members staunchly advocated for reopening of certain resources central to community culture. This study utilizes qualitative techniques to examine the perspectives of medical providers that serve the Haredi community toward pandemic-related government sanctions, as well as the resultant effects the restrictions had on community receipt of healthcare.