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power swgee: GEE-based power calculations in stepped wedge cluster randomized trials.

Publication ,  Journal Article
Gallis, JA; Wang, X; Rathouz, PJ; Preisser, JS; Li, F; Turner, EL
Published in: Stata J
December 2022

Stepped wedge cluster randomized trials are increasingly being used to evaluate interventions in medical, public health, educational, and social science contexts. With the longitudinal and crossover nature of a SW-CRT, complex analysis techniques are often needed which makes appropriately powering SW-CRTs challenging. In this paper, we introduce a newly-developed SW-CRT power calculator, embedded within the power command in Stata. The power calculator assumes a marginal model (i.e., generalized estimating equations [GEE]) for the primary analysis of SW-CRTs, for which other currently available SW-CRT power calculators may not be suitable. The program accommodates complete cross-sectional and closed-cohort designs, and includes multilevel correlation structures appropriate for such designs. We discuss the methods and formulae underlying our SW-CRT calculator, and provide illustrative examples of the use of power swgee. We provide suggestions about the choice of parameters in power swgee, and conclude by discussing areas of future research which may improve the program.

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Published In

Stata J

DOI

ISSN

1536-867X

Publication Date

December 2022

Volume

22

Issue

4

Start / End Page

811 / 841

Location

United States

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics
 

Citation

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Gallis, J. A., Wang, X., Rathouz, P. J., Preisser, J. S., Li, F., & Turner, E. L. (2022). power swgee: GEE-based power calculations in stepped wedge cluster randomized trials. Stata J, 22(4), 811–841. https://doi.org/10.1177/1536867x221140953
Gallis, John A., Xueqi Wang, Paul J. Rathouz, John S. Preisser, Fan Li, and Elizabeth L. Turner. “power swgee: GEE-based power calculations in stepped wedge cluster randomized trials.Stata J 22, no. 4 (December 2022): 811–41. https://doi.org/10.1177/1536867x221140953.
Gallis JA, Wang X, Rathouz PJ, Preisser JS, Li F, Turner EL. power swgee: GEE-based power calculations in stepped wedge cluster randomized trials. Stata J. 2022 Dec;22(4):811–41.
Gallis, John A., et al. “power swgee: GEE-based power calculations in stepped wedge cluster randomized trials.Stata J, vol. 22, no. 4, Dec. 2022, pp. 811–41. Pubmed, doi:10.1177/1536867x221140953.
Gallis JA, Wang X, Rathouz PJ, Preisser JS, Li F, Turner EL. power swgee: GEE-based power calculations in stepped wedge cluster randomized trials. Stata J. 2022 Dec;22(4):811–841.

Published In

Stata J

DOI

ISSN

1536-867X

Publication Date

December 2022

Volume

22

Issue

4

Start / End Page

811 / 841

Location

United States

Related Subject Headings

  • Statistics & Probability
  • 4905 Statistics
  • 0104 Statistics