 The ensemble model outperforms most of the individual models in terms of predictive performance. The ensemble model has a higher relative WIS score compared to the individual models in all forecast horizons. The ensemble model performs better than the individual models in predicting both incident cases and incident deaths. This article was authored by Catherine Sherratt, Hugo Grusen, Rockgra and others.