[HTML][HTML] A systematic review of data mining and machine learning for air pollution epidemiology

C Bellinger, MS Mohomed Jabbar, O Zaïane… - BMC public health, 2017 - Springer
Background Data measuring airborne pollutants, public health and environmental factors
are increasingly being stored and merged. These big datasets offer great potential, but also …

[HTML][HTML] Systematic review of climate change effects on reproductive health

TR Segal, LC Giudice - Fertility and sterility, 2022 - Elsevier
Climate change is a major risk factor for overall health, including reproductive health, and
well-being. Increasing temperatures, due mostly to increased greenhouse gases trapping …

[HTML][HTML] Impact of wildfire smoke on adverse pregnancy outcomes in Colorado, 2007–2015

M Abdo, I Ward, K O'Dell, B Ford, JR Pierce… - International journal of …, 2019 - mdpi.com
Colorado is regularly impacted by long-range transport of wildfire smoke from upwind
regions. This smoke is a major source of ambient PM2. 5. Maternal exposure to total PM2. 5 …

Residential greenness and birth outcomes: evaluating the influence of spatially correlated built-environment factors

P Hystad, HW Davies, L Frank… - Environmental …, 2014 - ehp.niehs.nih.gov
Background: Half the world's population lives in urban areas. It is therefore important to
identify characteristics of the built environment that are beneficial to human health. Urban …

Unconventional natural gas development and birth outcomes in Pennsylvania, USA

JA Casey, DA Savitz, SG Rasmussen, EL Ogburn… - …, 2016 - journals.lww.com
Background: Unconventional natural gas development has expanded rapidly. In
Pennsylvania, the number of producing wells increased from 0 in 2005 to 3,689 in 2013 …

[HTML][HTML] Changing trends of birth weight with maternal age: a cross-sectional study in Xi'an city of Northwestern China

S Wang, L Yang, L Shang, W Yang, C Qi… - BMC Pregnancy and …, 2020 - Springer
Background Most studies have shown that maternal age is associated with birth weight.
However, the specific relationship between each additional year of maternal age and birth …

[HTML][HTML] Health outcomes in children associated with prenatal and early-life exposures to air pollution: a narrative review

R Gheissari, J Liao, E Garcia, N Pavlovic, FD Gilliland… - Toxics, 2022 - mdpi.com
(1) Background: The developmental origins of health and disease (DOHaD) hypothesis links
adverse fetal exposures with developmental mal-adaptations and morbidity later in life …

Low birth weight and air pollution in California: Which sources and components drive the risk?

O Laurent, J Hu, L Li, MJ Kleeman, SM Bartell… - Environment …, 2016 - Elsevier
Introduction Intrauterine growth restriction has been associated with exposure to air
pollution, but there is a need to clarify which sources and components are most likely …

Causal modeling in environmental health

MA Bind - Annual review of public health, 2019 - annualreviews.org
The field of environmental health has been dominated by modeling associations, especially
by regressing an observed outcome on a linear or nonlinear function of observed covariates …

[HTML][HTML] Application of targeted maximum likelihood estimation in public health and epidemiological studies: a systematic review

MJ Smith, RV Phillips, MA Luque-Fernandez… - Annals of …, 2023 - Elsevier
Abstract Background The Targeted Maximum Likelihood Estimation (TMLE) statistical data
analysis framework integrates machine learning, statistical theory, and statistical inference to …