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Application: Matching
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Assignment Control Plots for Causal Inference Study Design - Rocky Aikens
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- 1 Intro
- 2 I am a collaborative biostatistician
- 3 Example: Patient-physician concordance and heart attack
- 4 A confounder influences the treatment assignment and the outcome
- 5 Decomposing baseline variation
- 6 Maybe a covariate space we're really interested in is the subspace of covariates important to treatment and outcome
- 7 Methods hurdle: How do you fit your prognostic scores?
- 8 Application: Diagnostic
- 9 Example: Patient-Surgeon concordance and CABG
- 10 Application: Matching
- 11 Exploration: Unmeasured Confounding Variation
- 12 Exploration: Breaking down treatment assignment
- 13 Randomization Assignment-Control Plots
- 14 Characterizing Uncertainty in Practice
- 15 Other dimensions to consider
- 16 Key references
