People could make up fake data that was never collected when they publish scientific journal articles
If you did not witness the event you do not personally know that any such experiment actually happened
You can personally drop a ball and record the time at which it falls on video camera if you do not believe the claims about a local gravitational constant
It is legally and ethically more difficult and more difficult to get large numbers of humans for medical experiments to personally know