Sample size determination typically relies on a power analysis based on a frequentist conditional approach. This latter can be seen as a particular case of the two-priors approach, which allows to build four distinct power functions to select the optimal sample size. We revise this approach when the focus is on testing a single binomial proportion. We consider exact methods and introduce a conservative criterion to account for the typical non-monotonic behavior of the power functions, when dealing with discrete data. The main purpose of this paper is to present a Shiny App providing a user-friendly, interactive tool to apply these criteria. The app also provides specific tools to elicit the analysis and the design prior distributions, which are the core of the two-priors approach.

Frequentist and Bayesian Sample Size Determination for Single-Arm Clinical Trials Based on a Binary Response Variable: A Shiny App to Implement Exact Methods / Gentile, Susanna; Sambucini, Valeria. - In: OPEN JOURNAL OF STATISTICS. - ISSN 2161-718X. - 14(2024), pp. 90-105. [10.4236/ojs.2024.141004]

Frequentist and Bayesian Sample Size Determination for Single-Arm Clinical Trials Based on a Binary Response Variable: A Shiny App to Implement Exact Methods

Gentile, Susanna;Sambucini, Valeria
2024

Abstract

Sample size determination typically relies on a power analysis based on a frequentist conditional approach. This latter can be seen as a particular case of the two-priors approach, which allows to build four distinct power functions to select the optimal sample size. We revise this approach when the focus is on testing a single binomial proportion. We consider exact methods and introduce a conservative criterion to account for the typical non-monotonic behavior of the power functions, when dealing with discrete data. The main purpose of this paper is to present a Shiny App providing a user-friendly, interactive tool to apply these criteria. The app also provides specific tools to elicit the analysis and the design prior distributions, which are the core of the two-priors approach.
2024
Binomial Proportion, Frequentist and Bayesian Power Functions, Exact Sample Size Determination, Shiny App, Two-Priors Approach
01 Pubblicazione su rivista::01a Articolo in rivista
Frequentist and Bayesian Sample Size Determination for Single-Arm Clinical Trials Based on a Binary Response Variable: A Shiny App to Implement Exact Methods / Gentile, Susanna; Sambucini, Valeria. - In: OPEN JOURNAL OF STATISTICS. - ISSN 2161-718X. - 14(2024), pp. 90-105. [10.4236/ojs.2024.141004]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1703634
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