Analysis of Observational Health Care Data Using SAS
by Andrew C. Leon, Josep Maria Haro, Robert Obenchain, Douglas E. Faries
Analysis of Observational Health Care Data Using SAS
- Preface
- Part 1 Introduction
- Part 2 Cross-Sectional Selection Bias Adjustment
- Chapter 2 Propensity Score Stratification and Regression
- Abstract
- 2.1 Introduction
- 2.2 Propensity Score: Definition and Rationale
- 2.3 Estimation of Propensity Scores
- 2.4 Using Propensity Scores to Estimate Treatment Effects: Stratification and Regression Adjustment
- 2.5 Evaluation of Propensity Scores
- 2.6 Limitations and Advantages of Propensity Scores
- 2.7 Example
- 2.8 Summary
- Acknowledgments
- References
- Chapter 3 Propensity Score Matching for Estimating Treatment Effects
- Abstract
- 3.1 Introduction
- 3.2 Estimating the Propensity Score
- 3.3 Forming Propensity Score Matched Sets
- 3.4 Assessing Balance in Baseline Characteristics
- 3.5 Estimating the Treatment Effect
- 3.6 Sensitivity Analyses for Propensity Score Matching
- 3.7 Propensity Score Matching Compared with Other Propensity Score Methods
- 3.8 Case Study
- 3.9 Summary
- Acknowledgments
- References
- Chapter 4 Doubly Robust Estimation of Treatment Effects
- Chapter 5 Propensity Scoring with Missing Values
- Chapter 6 Instrumental Variable Method for Addressing Selection Bias
- Abstract
- 6.1 Introduction
- 6.2 Overview of Instrumental Variable Method to Control for Selection Bias
- 6.3 Description of Case Study
- 6.4 Traditional Ordinary Least Squares Regression Method Applied to Case Study
- 6.5 Instrumental Variable Method Applied to Case Study
- 6.6 Using PROC QLIM to Conduct IV Analysis
- 6.7 Comparison to Traditional Regression Adjustment Method
- 6.8 Discussion
- 6.9 Conclusion
- Acknowledgments
- References
- Chapter 7 Local Control Approach Using JMP
- Chapter 2 Propensity Score Stratification and Regression
- Part 3 Longitudinal Bias Adjustment
- Part 4 Claims Database Research
- Part 5 Pharmacoeconomics
- Part 6 Designing Observational Studies
- Appendix: Asymptotic Distribution of Wilcoxon Rank Sum Test under Hα
- References
- Index
Analysis of Observational
Health Care Data
Using SAS®
Douglas E. Faries
Andrew C. Leon
Josep Maria Haro
Robert L. Obenchain
-
No Comment
..................Content has been hidden....................
You can't read the all page of ebook, please click here login for view all page.