The numbers in the study are based on modelling the impact of ultra-processed foods on people's health.
Prof Kevin McConway, emeritus professor of applied statistics, Open University, said the study makes lots of mathematical assumptions which make him cautious about what the findings mean.
"It's still far from clear whether consumption of just any UPF at all is bad for health, or what aspect of UPFs might be involved.
"This all means that it's impossible for any one study to be sure whether differences in mortality between people who consume different UPF amounts are actually caused by differences in their UPF consumption.
"You still can't be sure from any study of this kind exactly what's causing what."
Dr Nerys Astbury, an expert in diet and obesity at the University of Oxford, also agrees there are limitations to the research.
It's been known for some time that diets high in energy, fat and sugar can increase the risk of diseases, such as type 2 diabetes, obesity, heart conditions and some cancers, which can lead to premature death.
"Many UPF tend to be high in these nutrients," she says, adding that studies to date haven't been able to prove that the effects of UPFs are due to anything more than "diets high in foods which are energy dense and contain large amounts of fat and sugar".
This type of research cannot prove that consumption of ultra-processed foods is harmful, says Dr Stephen Burgess at Cambridge University.
How physically fit someone is may be the main cause of poor health instead. But when numerous studies across many countries and culture suggest UPFs could be a risk to health, Dr Burgess says "ultra-processed foods may be more than a bystander".
The Food and Drink Federation, which represents manufacturers, said the term 'ultra-processed food' "demonises a wide variety of food that can help people achieve a healthy balanced diet, such as yoghurt, pasta sauces or bread".
It said all additives used by food manufacturers are approved by the Food Standards Agency, who ensure they are safe to eat and drink.