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Machine Learning in Predicting Outcomes of Brain Tumor Resection Surgeries: A Scholarly Review
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This review paper summarizes existing research on using recycled plastic in road pavement as an alternative to landfill disposal. It found mixed results: some plastic additives improved road durability, but storage stability problems and unclear long-term environmental effects, including plastic particle release, remain unresolved.
Plastic pollution has been a persistent and urgent global crisis that has surpassed the capacities of current waste management systems.With only about 5-6% of global plastics currently being recycled and microplastic identification in human and environmental samples, there is an urgent need for alternative sustainable waste management systems.A recent downstream recycling technology that has gained recognition is waste plastic-modified roads.This review aims to provide a comprehensive evaluation of plastic roads as a transitioning alternative from downstream waste mismanagement to a circular plastic economy.Factors, including mechanical performance, various modifier contents, potential environmental impacts, economic feasibility, and sustainable ethics, are examined and contextualized within U.S. environmental regulations.Main findings revealed that certain material compositions exerted beneficial effects on the pavement's durability and rheology; however, severe variability arose in storage stability resulting from poor adhesion between polymer and asphalt components.Longitudinal environmental impacts were uncertain, primarily due to unclear long-term circularity of plastic roads, inconsistent findings across toxicity studies, and the absence of environmental benchmarks.Future areas of research should focus on the mitigation of storage stability issues, chemical toxicity content, reclaimed asphalt pavement, and the establishment of MP release thresholds and relevant environmental standards.
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A systematic review on sustainable utilization of plastic waste in asphalt: assessing environmental and health impact, performance, and economic viability
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Researchers systematically reviewed plastic-modified asphalt, finding that while recycled plastic waste can improve road performance in some cases, it also poses environmental health risks through microplastic release, carcinogenic compound emissions, and volatile organic compound off-gassing, with cost-effectiveness varying widely by plastic type and processing method.
A Systematic Literature Review of Machine Learning, Deep Learning, and Explainable AI for Predicting Mechanical Performance and Microplastic Release in Plastic Waste-Modified Asphalt
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This review of 36 studies looked at computer models that predict how well asphalt mixed with recycled plastic performs and how much microplastic it might release. Most studies focused only on strength and durability, with few examining microplastic release or explaining how the models made predictions, pointing to gaps for future research.
Using Plastic Bags in Roadways
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This paper reviews the potential of incorporating plastic waste into road construction as a strategy to reduce plastic pollution while improving pavement performance. The study characterizes how shredded plastic bags can be blended with asphalt or aggregate, assessing mechanical performance and potential environmental trade-offs.
Waste Plastic in Road Construction, Pathway to a Sustainable Circular Economy: A Review
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This review examines existing literature on incorporating waste plastic into road construction, finding that its inclusion can improve pavement performance and durability while offering a pathway to divert non-biodegradable plastic from landfills.
Plastic Waste Management Strategies and Their Environmental Aspects: A Scientometric Analysis and Comprehensive Review
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This review analyzes plastic waste management strategies worldwide through a large-scale review of scientific literature. Among six approaches studied, using plastic waste in road construction and concrete production were found to be the most environmentally beneficial, while landfills remain the most harmful due to creating microplastic pollution and releasing toxic chemicals. The findings are relevant to human health because better waste management directly reduces the amount of microplastics entering the environment.
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When a large batch of papers lands in the Atlas, we read through it and send a short write-up of what stood out.