EPA Particulate Matter Data – Analyses using Local Control Strategy

09/02/2022
by   Robert L. Obenchain, et al.
0

Analyses of large observational datasets tend to be complicated and prone to fault depending upon the variable selection, data cleaning and analytic methods employed. Here, we discuss analyses of 2016 US environmental epidemiology data and outline some potential implications of our Non-parametric and Unsupervised Learning perspective. Readers are invited to download the CSV files we have contributed to dryad and apply the analytic approaches they think appropriate. We hope to encourage development of a broad-based "consensus view" of the potential effects of Secondary Organic Aerosols (Volatile Organic Compounds that have predominantly Biogenic or Anthropogenic origin) within PM2:5 particulate matter on Circulatory and/or Respiratory mortality. The analyses described here ultimately focus on the question: "Is life in a region with relatively high air-borne Biogenic particulate matter also relatively dangerous in terms of Circulatory and/or Respiratory mortality?"

READ FULL TEXT
research
03/06/2023

Mortality Rates of US Counties: Are they Reliable and Predictable?

We examine US County-level observational data on Lung Cancer mortality r...
research
11/29/2018

Health Effects Estimation Attributed to Particulate Matter

Background: Air Quality software is a useful tool for assessing the heal...
research
10/31/2020

PM2.5 and all-cause mortality

The US EPA and the WHO claim that PM2.5 is causal of all-cause deaths. B...
research
05/18/2021

Measuring performance for end-of-life care

Although not without controversy, readmission is entrenched as a hospita...
research
04/22/2016

An improved chromosome formulation for genetic algorithms applied to variable selection with the inclusion of interaction terms

Genetic algorithms are a well-known method for tackling the problem of v...
research
11/30/2018

Spatial analysis between particulate matter and emergency room visits for conjunctivitis and keratitis

Background: The concentration of particulate matter in the air varies de...
research
04/02/2017

Reprogramming Matter, Life, and Purpose

Reprogramming matter may sound far-fetched, but we have been doing it wi...

Please sign up or login with your details

Forgot password? Click here to reset