Remedies for Confounding in Smaller Sample Sizes

• stratified randomization

  • 2n strata unwieldy
  • risk index

• minimization

  • adaptive allocation made to minimize imbalances

• post-hoc adjustment

  • effect on unknown confounders
  • crude vs. multivariate

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