I agree. Another way to describe this would be: We performed 8 experiments investigating effect X. Details of the experiments below. A hierarchical model was co

I agree. Another way to describe this would be: We performed 8 experiments investigating effect X. Details of the experiments below. A hierarchical model was constructed to analyse the results jointly. This failed to find effect X.