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More than one-third of the adult population in the United States is obese. Obesity has been linked to factors such as, genetics, diet, physical activity and the environment. However, evidence indicating associations between the built…

Computers and Society · Computer Science 2018-09-11 Adyasha Maharana , Elaine O. Nsoesie

A substantial body of health research demonstrates a strong link between neighborhood environments and health outcomes. Recently, there has been increasing interest in leveraging advances in computer vision to enable large-scale, systematic…

Computer Vision and Pattern Recognition · Computer Science 2026-01-13 Xiaoya Tang , Xiaohe Yue , Heran Mane , Dapeng Li , Quynh Nguyen , Tolga Tasdizen

Artificial intelligence (AI) systems increasingly shape how people access health information, make medical decisions, and receive care -- yet epidemiology lacks frameworks for measuring AI exposure or studying its health effects at the…

Other Statistics · Statistics 2026-04-16 Harsh Parikh , Tyler McCormick , Emily Johnson , Leo Hickey , Megan Ranney , Bhramar Mukherjee

Many Artificial Intelligence systems depend on the agent's updating its beliefs about the world on the basis of experience. Experiments constitute one type of experience, so scientific methodology offers a natural environment for examining…

Artificial Intelligence · Computer Science 2013-04-08 Harold P. Lehmann

The surging demand for artificial intelligence (AI) has led to a rapid expansion of energy-intensive data centers, contributing to criteria air pollutant emissions and raising public health concerns that have received comparatively limited…

Computers and Society · Computer Science 2026-05-19 Yuelin Han , Zhifeng Wu , Pengfei Li , Adam Wierman , Shaolei Ren

Several projects have shown the feasibility to use textual social media data to track public health concerns, such as temporal influenza patterns or geographical obesity patterns. In this paper, we look at whether geo-tagged images from…

Social and Information Networks · Computer Science 2017-03-27 Kiran Garimella , Abdulrahman Alfayad , Ingmar Weber

Technology development produces terabytes of data generated by hu- man activity in space and time. This enormous amount of data often called big data becomes crucial for delivering new insights to decision makers. It contains behavioral…

Social and Information Networks · Computer Science 2015-06-12 Zolzaya Dashdorj , Stanislav Sobolevsky

Deep learning using neural networks has provided advances in image style transfer, merging the content of one image (e.g., a photo) with the style of another (e.g., a painting). Our research shows this concept can be extended to analyse the…

Computers and Society · Computer Science 2019-05-17 Jasper S. Wijnands , Kerry A. Nice , Jason Thompson , Haifeng Zhao , Mark Stevenson

Street imagery is a promising big data source providing current and historical images in more than 100 countries. Previous studies used this data to audit built environment features. Here we explore a novel application, using Google Street…

Artificial intelligence is already ubiquitous, and is increasingly being used to autonomously make ever more consequential decisions. However, there has been relatively little research into the existing and possible consequences for…

Computers and Society · Computer Science 2022-01-21 Mitchell Burger

Living environments play a vital role in the prevalence and progression of diseases, and understanding their impact on patient's health status becomes increasingly crucial for developing AI models. However, due to the lack of long-term and…

Machine Learning · Computer Science 2025-06-18 Yuanlong Wang , Pengqi Wang , Changchang Yin , Ping Zhang

While physical activity is critical to human health, most people do not meet recommended guidelines. More walkable built environments have the potential to increase activity across the population. However, previous studies on the built…

Computers and Society · Computer Science 2024-06-10 Tim Althoff , Boris Ivanovic , Jennifer L. Hicks , Scott L. Delp , Abby C. King , Jure Leskovec

Life-expectancy is a complex outcome driven by genetic, socio-demographic, environmental and geographic factors. Increasing socio-economic and health disparities in the United States are propagating the longevity-gap, making it a cause for…

Applications · Statistics 2018-11-20 Tavpritesh Sethi , Anant Mittal , Shubham Maheshwari , Samarth Chugh

Artificial Intelligence (AI) is changing the world, but its impacts on the environment and human well-being remain uncertain. We conducted a systematic literature review of 1,291 studies selected from 6,655 records, identifying the main…

Computers and Society · Computer Science 2026-03-02 Noemi Luna Carmeno , Tiago Domingos , Daniel W. O'Neill

Understanding the determinants underlying variations in urban health status is important for informing urban design and planning, as well as public health policies. Multiple heterogeneous urban features could modulate the prevalence of…

Machine Learning · Computer Science 2022-10-24 Chenyue Liu , Chao Fan , Ali Mostafavi

Built environment supports all the daily activities and shapes our health. Leveraging informative street view imagery, previous research has established the profound correlation between the built environment and chronic, non-communicable…

Computer Vision and Pattern Recognition · Computer Science 2023-11-17 Zhenyu Han , Yanxin Xi , Tong Xia , Yu Liu , Yong Li

Population behaviours, such as voting and vaccination, depend on social networks. Social networks can differ depending on behaviour type and are typically hidden. However, we do often have large-scale behavioural data, albeit only snapshots…

Social and Information Networks · Computer Science 2020-03-24 Antonia Godoy-Lorite , Nick S. Jones

A glaring reality of American industrialized society is that people spend a tremendous amount of their waking life in their workplace and other interior environments. Despite the amount of time that we spend in them, many of our constructed…

Computers and Society · Computer Science 2016-09-29 Melissa Marsh , Ingrid Erickson , Jonah Bleckner

The electric power sector is a leading source of air pollutant emissions, impacting the public health of nearly every community. Although regulatory measures have reduced air pollutants, fossil fuels remain a significant component of the…

Machine Learning · Computer Science 2025-12-01 Yejia Liu , Zhifeng Wu , Pengfei Li , Shaolei Ren

Breast cancer screening plays a pivotal role in early detection and subsequent effective management of the disease, impacting patient outcomes and survival rates. This study aims to assess breast cancer screening rates nationwide in the…

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