A comparison of inferential analysis methods for multilevel studies: Implications for drawing conclusions in animal welfare science

Based on the mixed effects, repeated measures models, higher body injury scores were associated with more enrichment (coef. est. = 0.09, p = 0.02); weight (coef. est. = 0.05, p < 0.001); pen location on the right side (coef. est. = 0.08, p = 0.03) and at the front of the experimental room (coef. est. = 0.11, p = 0.003). By comparison, lower ear injury scores were associated with more enrichment (coef. est. = −0.51, p = 0.005) and pen location at the front of the experimental room (coef. est. = −0.4, p = 0.02). These observed differences support the hypothesis that injuries to the body and ears arise from different risk factors. Although calculation of the minimum required sample size prior to conducting an experiment and selection of the inferential analysis method will contribute to the validity of the study results, conflict between the outcomes will require further investigation via different methods such as sensitivity and specificity analysis.