Applying Quantitative Bias Analysis to Epidemiologic Data

Applying Quantitative Bias Analysis to Epidemiologic Data

Fox, Matthew P.; MacLehose, Richard F.; Lash, Timothy L.

Springer Nature Switzerland AG

03/2022

467

Dura

Inglês

9783030826727

15 a 20 dias

887

1. Introduction and Objectives.- 2. A Guide to Implementing Quantitative Bias Analysis.- 3. Data Sources for Bias Analysis.- 4. Selection Bias.- 5. Uncontrolled Confounders.- 6. Misclassification.- 7. Measurement Error for Continuous Variables.- 8. Multiple Bias Modeling.- 8. Bias Analysis by Simulation for Summary Level Data.- 9. Bias Analysis by Simulation for Record Level Data.- 10. Combining Systematic and Random Error.- 11. Bias Analysis by Missing Data Methods.- 12. Bias Analysis by Empirical Methods.- 13. Bias Analysis by Bayesian Methods.- 14. Multiple Bias Modeling.- 15. Good Practices for Quantitative Bias Analysis.- 15. Presentation and Inference.- References.- Index.
epidemiology;Master Patient Index;Monte Carlo analysis;bias analysis;classification;confounding;sensitivity analysis;selection bias;information bias;measurement bias;measurement error;Bayesian methods;misclassification