Well, at least in the drug world it is more convincing if you have a rational mechanism by which a drug could cause some effect.
A plausible alternative hypothesis is that children who get sick sometimes are developing Reye's syndrome and take Aspirin. The problem with epidemiological studies is that it is IMPOSSIBLE to control for other variables. This is why randomized controlled trials are essential and give you a kind of information epidemiological studies never can.
My point is not that Aspirin doesn't cause Reye's syndrome, but that it is impossible to say one way or the other. Maybe it does, maybe it doesn't. The data is unavailable and likely never will be. So if you are an honest person who values the truth, you can't say that it does.
I recently recalled, apropos of the intermittent fasting/caloric restriction discussion, a very good blog post on mortality curves and models of aging:
gravityandlevity then discusses some simple models of aging and the statistical characters they have which do not match Gompertz's law:
What models do yield a Gompertz curve? gravityandlevity describes a simple 'cops and robbers' model (which I like to think of as 'antibodies and cancers'):
This offers food for thought about various anti-aging strategies. For example, given the superexponential growth in mortality, if we had a magic medical treatment that could cut your mortality risk in half but didn't affect the growth of said risk, then that would buy you very little late in life, but might extend life by decades if administered at a very young age.