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Utilizing big data without domain knowledge impacts public health decision-making
7 references·1 citing·37 second hop
Utilizing big data without domain knowledge impacts public health decision-making (2024)Utilizing big data without domain knowled…Using Convolutional Neural Networks to Derive Neighborhood Built Environments from Google Street View Images and Examine Their Associations with Health Outcomes (2022)Using Convolutional Neural Ne…Exploring the Mediating Effect of Physical Activities on Built Environment and Obesity for Elderly People: Evidence From Shanghai, China (2022)Exploring the Mediating Effec…Neighborhood sidewalk access and childhood obesity (2020)Neighborhood sidewalk access …Leveraging 31 Million Google Street View Images to Characterize Built Environments and Examine County Health Outcomes (2020)Leveraging 31 Million Google …Health and the built environment in United States cities: measuring associations using Google Street View-derived indicators of the built environment (2020)Health and the built environm…Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification (2018)Gender Shades: Intersectional…Neighborhood walkability and health outcomes among older adults: The mediating role of physical activity (2015)Neighborhood walkability and …Estimating of the causal effect of land use mixed on adult asthma prevalence in New York State (2025)Estimating of the causal effe…Health Behavior and Health Education: Theory, Research, and Practice (1992)Ecological models of health behavior. (2008)Ageing populations: the challenges ahead (2009)Built environmental correlates of older adults’ total physical activity and walking: a systematic review and meta-analysis (2017)Relationships among satisfaction, noise perception, and use of urban green spaces (2017)The neighbourhood physical environment and active travel in older adults: a systematic review and meta-analysis (2017)Neighborhood Disadvantage, Disorder, and Health (2001)Measuring the Built Environment for Physical Activity (2009)Using Google Street View to Audit Neighborhood Environments (2010)Street view imagery in urban analytics and GIS: A review (2021)Assessing impacts of objective features and subjective perceptions of street environment on running amount: A case study of Boston (2023)Urban visual intelligence: Uncovering hidden city profiles with street view images (2023)Contribution of streetscape audits to explanation of physical activity in four age groups based on the Microscale Audit of Pedestrian Streetscapes (MAPS) (2014)Obesogenic environments: a systematic review of the association between the physical environment and adult weight status, the SPOTLIGHT project (2014)Obesogenic environments: current evidence of the built and food environments (2017)A comparative analysis of pedestrian network connectivity and accessibility using network approximation (2023)Exploring heterogeneous relationships between multiscale built environment and overweight in urbanizing China (2024)Pedestrian Accessibility Analysis of Sidewalk-Specific Networks: Insights from Three Latin American Central Squares (2024)Price of Adaptation—Allostatic Load and Its Health Consequences (1997)Systematic Social Observation of Public Spaces: A New Look at Disorder in Urban Neighborhoods (1999)Predicting walking-to-work using street-level imagery and deep learning in seven Canadian cities (2022)Multidimensional attributes of neighbourhood quality: A systematic review (2023)Neighborhood-Based Differences in Physical Activity: An Environment Scale Evaluation (2003)Obesity relationships with community design, physical activity, and time spent in cars (2004)Travel and the Built Environment (2010)How Do Different Urban Footpath Environments Affect the Jogging Preferences of Residents of Different Genders? Empirical Research Based on Trajectory Data (2022)Examining the non-linear association between the built environment around residence and the risk of obesity among children and adolescents at different school stages in Guangzhou and Shenzhen, China (2023)Neighborhood environment and body mass index in community-dwelling older adults in China: The mediating role of transport-related physical activity (2023)Socioeconomic Status Differences in Recreational Physical Activity Levels and Real and Perceived Access to a Supportive Physical Environment (2002)Collective Action and the Reframing of Early Mesoamerica (2024)From intangible to tangible: The role of big data and machine learning in walkability studies (2024)Data driven assessment of built environment impacts on urban health across United States cities (2025)Neighborhood Environment and Physical Activity Among Youth (2011)Socioeconomic Disparities and Air Pollution Exposure: a Global Review (2015)Model Cards for Model Reporting (2019)What is AI Literacy? Competencies and Design Considerations (2020)A Survey on Bias and Fairness in Machine Learning (2021)
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References

  • 2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,544 cited
  • 2015Neighborhood walkability and health outcomes among older adults: The mediating role of physical activity103 cited
  • 2020Health and the built environment in United States cities: measuring associations using Google Street View-derived indicators of the built environment91 cited
  • 2020Leveraging 31 Million Google Street View Images to Characterize Built Environments and Examine County Health Outcomes42 cited
  • 2022Using Convolutional Neural Networks to Derive Neighborhood Built Environments from Google Street View Images and Examine Their Associations with Health Outcomes38 cited
  • 2020Neighborhood sidewalk access and childhood obesity34 cited
  • 2022Exploring the Mediating Effect of Physical Activities on Built Environment and Obesity for Elderly People: Evidence From Shanghai, China32 cited

Cited by

  • 2025Estimating of the causal effect of land use mixed on adult asthma prevalence in New York State2 cited

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