Certainty is based on one's current knowledge. It is possible to be certain, and still be wrong. Certainty is the
Probability Interpretations is a concepts of probability familiar to ordinary folk into exact ones suitable for philosophical and scientific theorizing, then the task may be one of ‘explication’ in the