AIMC Topic: Big Data

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Public Medical Appeals and Government Online Responses: Big Data Analysis Based on Chinese Digital Governance Platforms.

Journal of medical Internet research Aug 6, 2025
BACKGROUND: In the era of internet-based governance, online public appeals-particularly those related to health care-have emerged as a crucial channel through which citizens articulate their needs and concerns.
Humans China Internet Government Big Data East Asian People
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Nontarget Screening Analysis Combined with Computational Toxicology: A Promising Solution for Identification and Risk Assessment of Environmental Pollutants in the Big Data Era.

Environmental science & technology Jul 15, 2025
Synthetic chemicals are intensively utilized in modern societies, and their mixtures pose significant health and ecological threats. Nontarget screening (NTS) analysis allows for the simultaneous chemical identification and quantitative reporting of ...
Environmental Pollutants Toxicology Risk Assessment Big Data
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Event-Driven Taxonomy (EDT) Screening: Leveraging Effect-Based Spectral Libraries to Accelerate Semiquantitative Nontarget Analysis of AhR Agonists in Sediment in the Era of Big Data.

Environmental science & technology Jul 8, 2025
Sediments contain complex chemical mixtures. While effect-directed analysis (EDA) combined with nontarget screening (NTS) is promising, its large-scale application has been limited by time-consuming workflows. Here, we developed an event-driven taxon...
Water Pollutants, Chemical Geologic Sediments Big Data Receptors, Aryl Hydrocarbon
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Predicting errors in accident hotspots and investigating satiotemporal, weather, and behavioral factors using interpretable machine learning: An analysis of telematics big data.

PloS one Jul 8, 2025
BACKGROUND: Road traffic accidents (RTAs) are a major public health concern with significant health and economic burdens. Identifying high-risk areas and key contributing factors is essential for developing targeted interventions. While machine learn...
Humans Bayes Theorem Accidents, Traffic Machine Learning Big Data Weather Iran
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A big data driven multilevel deep learning framework for predicting terrorist attacks.

Scientific reports Jul 2, 2025
In recent years, terrorism has increasingly threatened human security, causing violence, fear, and damage to both the general public and specific targets. These attacks create unrest among individuals and within society. Leveraging the recent advance...
Terrorism Deep Learning Big Data Humans Forecasting
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Journal of Global Health's Guidelines for Reporting Analyses of Big Data Repositories Open to the Public (GRABDROP): preventing 'paper mills', duplicate publications, misuse of statistical inference, and inappropriate use of artificial intelligence.

Journal of global health Jul 1, 2025
In recent years, global accessibility to large 'big data' repositories that enable 'open research' - such as the UK Biobank, National Health and Nutrition Examination Survey (NHANES), and Global Burden of Disease (GBD) datasets - has created unpreced...
Big Data Periodicals as Topic Artificial Intelligence Guidelines as Topic Humans Global Health
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The Use of Machine Learning for Analyzing Real-World Data in Disease Prediction and Management: Systematic Review.

JMIR medical informatics Jun 19, 2025
BACKGROUND: Machine learning (ML) and big data analytics are rapidly transforming health care, particularly disease prediction, management, and personalized care. With the increasing availability of real-world data (RWD) from diverse sources, such as...
Disease Management Electronic Health Records Big Data Humans Machine Learning
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The analysis of marketing performance in E-commerce live broadcast platform based on big data and deep learning.

Scientific reports May 4, 2025
This study aims to conduct a comprehensive and in-depth analysis of the marketing performance of e-commerce live broadcast platforms based on big data management technology and deep learning. Firstly, by synthesizing large-scale datasets and surveys,...
Commerce Humans Neural Networks, Computer Marketing Deep Learning Big Data Consumer Behavior
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Are Treatment Services Ready for the Use of Big Data Analytics and AI in Managing Opioid Use Disorder?

Journal of medical Internet research Apr 28, 2025
In this viewpoint, we explore the use of big data analytics and artificial intelligence (AI) and discuss important challenges to their ethical, effective, and equitable use within opioid use disorder (OUD) treatment settings. Applying our collective ...
Data Analytics Big Data Humans Opioid-Related Disorders Artificial Intelligence
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Big data-driven target identification by machine learning: DRD2 as a therapeutic target for psoriasis.

Journal of dermatological science Apr 26, 2025
BACKGROUND: The development of medical treatments has traditionally relied on researchers leveraging scientific knowledge to hypothesize disease mechanisms and identify therapeutic agents. However, the depletion of novel therapeutic targets has becom...
Dopamine Agonists Receptors, Dopamine D2 Imiquimod Molecular Targeted Therapy Psoriasis Skin Humans Big Data Interleukin-17 Mice Disease Models, Animal Animals Machine Learning Drug Discovery Tumor Necrosis Factor-alpha
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