highly significantp < 0.001
A highly significant likelihood-ratio test ( χ 2 = 29,231, df = 3, p < 0.001) confirms that the random-effects (RE) specification fits the data far better than a fixed-effects (FE) approach, validating the choice to model heterogeneity explicitly.