Simulated data with uncontrolled confounding, outcome misclassification, and selection bias
Source:R/data_uc_om_sel.R
df_uc_om_sel.RdData containing three sources of bias, three known confounders, and
100,000 observations. This data is obtained by sampling with replacement
with probability = S from df_uc_om_sel_source then removing
the columns Y, U, and S. The resulting data
corresponds to what a researcher would see in the real-world:
a misclassified outcome, Ystar; missing data
on a confounder U; and missing data for those not selected
into the study (S=0). As seen in df_uc_om_sel_source,
the true, unbiased exposure-outcome odds ratio = 2.