Login / Signup

Quantifying bias reduction with fixed-duration versus all-available covariate assessment periods.

John G ConnollySebastian SchneeweissRobert J GlynnJoshua J Gagne
Published in: Pharmacoepidemiology and drug safety (2019)
In certain settings of differential available baseline time between exposure groups, the all-available CAP was more biased than the fixed-duration CAP. The relative directions and strengths of confounding and misclassification biases are an important consideration when choosing between a fixed-duration or all-available CAP, but they are often unknown. Therefore, we recommend comparing the amount of available baseline time between exposure groups. When there is a large discrepancy, despite appropriate design choices, we recommend a fixed-duration approach to avoid potential increases in bias because of differential data availability.
Keyphrases
  • electronic health record
  • big data
  • risk assessment
  • machine learning