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A machine learning interpretation of the correlation between poverty and air pollution in the contiguous United States.
Sci Rep
January 2025
Dublin High School, 8151 Village Pkwy, Dublin, CA, USA.
The correlation between poverty and air pollution in the contiguous United States is a widely debated issue, often suggesting that impoverished areas suffer higher pollution levels due to socioeconomic disparities. However, existing studies frequently lack the integration of advanced analytical techniques and fail to account for a comprehensive range of variables. This research paper addresses these gaps by employing sophisticated machine learning models to analyze an extensive dataset encompassing various socioeconomic and environmental metrics.
View Article and Find Full Text PDFInformed choices for some, but not for others: An exploration of Australian midlife women's participation in mammography screening by social class.
Womens Health (Lond)
January 2025
Research Centre for Public Health, Equity and Human Flourishing, Torrens University Australia, Adelaide, SA, Australia.
Background: Population-level mammography screening for early detection of breast cancer is a secondary prevention measure well-embedded in developed countries, and the implications for women's health are widely researched. From a public health perspective, efforts have focused on why mammography screening rates remain below the 70% screening rate required for effective population-level screening. From a sociological perspective, debates centre on whether 'informed choice' regarding screening exists for all women and the overemphasis on screening benefits, at the cost of not highlighting the potential harms.
View Article and Find Full Text PDFAssessing biochar's impact on greenhouse gas emissions, microbial biomass, and enzyme activities in agricultural soils through meta-analysis and machine learning.
Sci Total Environ
January 2025
Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St. Lucia 4072, QLD, Australia.
The role of biochar in reducing greenhouse gas (GHG) emissions and improving soil health is a topic of extensive research, yet its effects remain debated. Conflicting evidence exists regarding biochar's impact on soil microbial-mediated emissions with respect to different GHGs. This study systematically examines these divergent perspectives, aiming to investigate biochar's influence on GHG emissions and soil health in agricultural soils.
View Article and Find Full Text PDFExperts Are Debating Whether Some Cancers Shouldn't Be Called That.
JAMA
January 2025
Lead Senior Staff Writer, Medical News & Perspectives, JAMA.
Rethinking Gender: Beyond the Binary and into the Unknown.
Integr Psychol Behav Sci
January 2025
Bennett University, Greater Noida, India.
Our present and evolved understanding has challenged the previously synonymous use of the terms 'sex' and 'gender'. We have moved beyond the binary categorization towards proliferation of gender identities. Thus, raising questions whether certain identities are traits or gender identities.
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