Would you say that perhaps there are pigs which can fly, because absence of the evidence of the existence of flying pigs isn't evidence of their absence?
1.) Would you say that perhaps the Parachute is not working?
"Conclusions: Parachute use did not reduce death or major traumatic injury when jumping from aircraft in the first randomized evaluation of this intervention."
https://www.bmj.com/content/363/bmj.k5094
2.) Would you say that perhaps the Mask is not working?
"Yes, masks reduce the risk of spreading COVID, despite a review saying they don’t" ( February 6 )
https://theconversation.com/yes-masks-reduce-the-risk-of-spr...
Re. flying pigs, we have total and complete observation of pigs for thousands of years, as well as a physical and biological understanding of why they can’t fly.
If you have that, then it’s pretty safe to draw conclusions.
https://en.wikipedia.org/wiki/Binomial_proportion_confidence...
Here is an online calculator:
https://www.statskingdom.com/proportion-confidence-interval-...
If we plug in 10,000 white swans out of 10,000 observations, and a confidence of 0.99 (we want to be 99% sure that the probability we calculate is within the range we calculate) the Clopper-Pearson exact result gives us a range [0.9995. 1]. Based on a observing a properly randomized, unbiased sample of 10,000 swans and finding them all to be white, we can be 99% confident that the probability of a swan being white could be as low as 99.95%, or as high as 100% (all swans are white).
If we want to be 99.99% certain of our range, it drops down to [0.999, 1]: 99.9% to 100% of swans are white, with a confidence of 99.99%.
There are lots of substances that can cause cancer, including ones that occur in nature, including in foods. The relevant question is whether the substance under consideration causes cancer above the noise floor, not in some mathematically pure sense like "No molecule of the substance could ever interact with something in a cell in order to trigger cancerous behavior."
E.g. roughly speaking, if you give megadoses of the stuff to a large number of rats and they don't have any more tumors than a control group, that's might be good evidence of absence, especially if repeated with large numbers of rats by different researchers in different countries and organizations.