NHANES_blood_lead_small_matched: NHANES_blood_lead_small data after matching.

In sensitivityCalibration: A Calibrated Sensitivity Analysis for Matched Observational Studies

Description

NHANES_blood_lead_small data after a full matching using the optmatch package

Usage

data(NHANES_blood_lead_small_matched)

Format

NHANES_blood_lead_small dataset after a full matching. It consists of 500 instances and the following 12 variables:

COP

treatment, 1 if cotinine level is between 0.563-14.9 ng/ml and 0 otherwise

DMARETHN

1 if white, 0 if others

DMPPIR

Poverty income ratio

HFE1

1 if the house is built before 1974, 0 if after 1974

HFE2

number of rooms in the house

HFHEDUCR

education level of the reference adult

HSAGEIR

age at the time of interview

HSFSIZER

size of the family

HSSEX

1 if male, 0 if female

PBP

blood lead level

U0

placeholder for the hypothesized unmeasured confounder U

matches

matched set assignment

Details

We perform a full matching on the NHANES_blood_lead_small dataset using the optmatch package. The code for constructing this matched dataset from the original dataset is given in the examples section. We add a column U0 as placeholder for the unmeasurefor confounder U.

Source

NHANES III, the Third US National Health and Nutrition Examination Survey.

References

D. M. Mannino, R. Albalak, S. D. Grosse, and J. Repace. Second-hand smoke exposureand blood lead levels in U.S. children.Epidemiology, 14:719-727, 2003

A. Gelman. Scaling regression inputs by dividing by two standard deviations.Statisticsin Medicine, 27:2865-2873, 2008.

Examples

## Not run: 
# To run this example, optmatch must be installed
set.seed(1)
library(optmatch)
data(NHANES_blood_lead_small)
attach(NHANES_blood_lead_small)

# Perform a fullmatch
fm = fullmatch(COP ~. , data = NHANES_blood_lead_small[, 1:9], min.controls = 1/4, max.controls = 4)
NHANES_blood_lead_small_matched = cbind(NHANES_blood_lead_small, matches = fm)

# Add a U0 row
U0 = rep(1, dim(NHANES_blood_lead_small_matched)[1])
NHANES_blood_lead_small_matched = cbind(NHANES_blood_lead_small_matched[,1:9], U0,
NHANES_blood_lead_small_matched[, 10:11])

## End(Not run)

sensitivityCalibration documentation built on May 2, 2019, 1:07 p.m.