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Data Science for Health

PREDICTION MODELS

Machine learning-based Prediction Models
for Environmental Exposures

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Fine Particulate Matter (PM2.5)

Fine particulate matter (PM2.5) refers to particulate matter with radii of less than 2.5μm. It is known to be associated with various health outcomes, including mortality, cardiovascular disease, respiratory disease, and neurodegenerative disease

Ozone (O3)

Ozone is a powerful oxidant and has many industrial and consumer applications related to oxidation. Exposure to O3 can cause diabetes mellitus and respiratory diseases.

Nitrogen Dioxide (NO2)

NO2 is an intermediate in the industrial synthesis of nitric acid, millions of tons of which are produced each year for use primarily in the production of fertilizers. At higher temperatures, it is a reddish-brown gas. It can be fatal if inhaled in large quantities.

Carbon Monoxide (CO)

Carbon monoxide (CO) is a colorless, poisonous, odorless, tasteless, flammable gas that is slightly less dense than air. Upon emission into the atmosphere, carbon monoxide affects several processes that contribute to climate change.

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