Public Health & Policy

Environmental Health

Latest AI and machine learning research in environmental health for healthcare professionals.

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The Active Soil Layer of Thawing Permafrost Is an Emergent Source for Organic Substances of Concern to Water Resources.

The Tibetan Plateau and surrounding area are an important source of freshwater for approximately two billion people. Climate change has aggregated permafrost degradation in the Tibetan Plateau over the last few decades, mobilizing organic substances sequestrated in the permafrost. Of particular concern are the mobilized organic substances that would be considered persistent, mobile, and toxic (PMT...

May 13 2025 40385562

Optimized SVR with nature-inspired algorithms for environmental modelling of mycotoxins in food virtual-water samples.

The accurate determination of mycotoxins in food samples is crucial to guarantee food safety and minimize their toxic effects on human and animal health. This study proposed the use of a support vector regression (SVR) predictive model improved by two metaheuristic algorithms used for optimization namely, Harris Hawks Optimization (HHO) and Particle Swarm Optimization (PSO) to predict chromatograp...

May 13 2025 40360653
Machine Learning Advancements and Strategies in Microplastic and Nanoplastic Detection.

Microplastics (MPs) and nanoplastics (NPs) present formidable global environmental challenges with serious risks to human health and ecosystem sustain...

May 13 2025 40293506
Addressing degeneracies in latent interpolation for diffusion models

There is an increasing interest in using image-generating diffusion models for deep data augmentation and image morphing. In this context, it is use...

LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning

Instruction tuning has emerged as a critical paradigm for improving the capabilities and alignment of large language models (LLMs). However, existin...

GAMMNet: Gating Multi-head Attention in a Multi-modal Deep Network for Sound Based Respiratory Disease Detection.

Respiratory diseases present significant challenges to global health due to their high morbidity and mortality rates. Traditional diagnostic methods, ...

May 12 2025 40354202
A Full-Spectrum Generative Lead Discovery (FSGLD) Pipeline via DRUG-GAN: A Multiscale Method for Drug-like/Target-specific Compound Library Generation.

We present the Full-Spectrum Generative Lead Discovery (FSGLD), a deep learning-driven pipeline for efficient drug lead identification. FSGLD integrat...

May 12 2025 40470212
Classification of multi-lead ECG based on multiple scales and hierarchical feature convolutional neural networks.

Detecting and classifying arrhythmias is essential in diagnosing cardiovascular diseases. However, current deep learning-based classification methods ...

May 12 2025 40355498
The SESAME Human-Earth Atlas.

Human activities such as food production, mining, transportation, and construction have extensively modified Earth's land and marine environments, cau...

May 12 2025 40355512
Lead Informed Artificial Intelligence Mining of Antitubercular Host Defense Peptides.

Identifying host defense peptides (HDPs) that are effective against drug-resistant infections is challenging due to their vast sequence space. Artific...

May 12 2025 40310992
Quantifying role of source variations on PM-bound toxic components under climate change: Measurement at multiple sites during 2018-2022 in a Chinese megacity.

Understanding the response of PM-bound toxic components to source variations under climate change is crucial for public health protection. However, th...

May 10 2025 40373396
Traffic-related air pollution backcasting using convolutional neural network and long short-term memory approach.

Air pollution backcasting, especially nitrogen dioxide (NO), is crucial in epidemiological studies, thus enabling the reconstruction of historical exp...

May 10 2025 40187087
Understanding and Mitigating Toxicity in Image-Text Pretraining Datasets: A Case Study on LLaVA

Pretraining datasets are foundational to the development of multimodal models, yet they often have inherent biases and toxic content from the web-sc...

Enhancing Differentiation of Oxygenated Organic Aerosol: A Machine Learning Approach to Distinguish Local and Transboundary Pollution.

Accurate source apportionment of particulate matter (PM), especially of organic aerosol (OA), is crucial for targeted mitigation efforts. Positive Mat...

May 9 2025 40370930
Advanced three-dimensional prediction model based on stable machine learning for soil pollution: A case study from a contaminated site in Southern China.

With over five million contaminated sites worldwide, accurately characterizing the three-dimensional (3D) distribution of soil contamination is critic...

May 9 2025 40373414
CPP-DIP: Multi-objective Coverage Path Planning for MAVs in Dispersed and Irregular Plantations

Coverage Path Planning (CPP) is vital in precision agriculture to improve efficiency and resource utilization. In irregular and dispersed plantation...

Identifying Molecular Properties of Ataxin-2 Inhibitors for Spinocerebellar Ataxia Type 2 Utilizing High-Throughput Screening and Machine Learning.

Spinocerebellar ataxia type 2 (SCA2) is an autosomal dominant neurodegenerative disorder marked by cerebellar dysfunction, ataxic gait, and progressiv...

May 8 2025 40427711
Real time intelligent garbage monitoring and efficient collection using Yolov8 and Yolov5 deep learning models for environmental sustainability.

Effective waste management is currently one of the most influential factors in enhancing the quality of life. Increased garbage production has been id...

May 8 2025 40341180
Fate and speciation of NO in an arid climatic region: factors assessment.

NO and NO continuously recycle in the lower atmosphere through a complex series of reactions involving NO, VOCs, NO, and O. Therefore, the NO/NO ratio...

May 8 2025 40341614
PM pollution characteristics, drivers, and regional transport during different pollution levels in Linyi, China: An integrated PMF-ML-SHAP framework and transport models.

Despite significant progress in air quality improvement, heavy fine particulate matter (PM) pollution events persist in China. The pollution character...

May 8 2025 40347611
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