Homogeneity Test of the First-Order Agreement Coefficient in a Stratified Design

Entropy (Basel). 2023 Mar 20;25(3):536. doi: 10.3390/e25030536.

Abstract

Gwet's first-order agreement coefficient (AC1) is widely used to assess the agreement between raters. This paper proposes several asymptotic statistics for a homogeneity test of stratified AC1 in large sample sizes. These statistics may have unsatisfactory performance, especially for small samples and a high value of AC1. Furthermore, we propose three exact methods for small pieces. A likelihood ratio statistic is recommended in large sample sizes based on the numerical results. The exact E approaches under likelihood ratio and score statistics are more robust in the case of small sample scenarios. Moreover, the exact E method is effective to a high value of AC1. We apply two real examples to illustrate the proposed methods.

Keywords: Gwet’s AC1; asymptotic statistic; exact method; homogeneity test.