Cofty gives an example of discovering his friend was beating his wife, not that he suspects abuse based on bruising...
That's the problem. All our is knowledge is based on the evidence of our senses and our ability to interpret it. Therefore no matter how strong the evidence for a thing (even seeing it with your own eyes can be hallucianation) there always remains the possibility that we have somehow got the wrong end of the stick.