So how well does Friston’s generative model really forecast the pandemic? The headline result of correctly predicting the peak of new cases in London as April 5 sounds impressive, but it is a little misleading. When you carefully read Friston and his colleagues’ paper, you can see that they made this prediction on April 4, just one day in advance.
And unfortunately, the model mispredicts all later data points. It forecasts 14,000-22,000 deaths in the UK by early June (we have actually recorded around 40,000) and that we should have had fewer than 200 cases per day in the last two weeks, while the reality checks in at over 1,500 per day.
Lastly, the model predicts that one in every four to five confirmed cases results in a death, which would either make COVID-19 nearly as fatal as Ebola, or means that only one in about 20 people who catch the disease are actually confirmed, which at this point seems highly unlikely. To summarise, it’s a pretty appalling forecast.