Probability is an absolute objective state of nature that can often, although not always, be approximated by experiment or determined by analysis. Probability itself is not subject to opinion or differing points of view, although degree of confidence in an assessment of probability is.
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Confidence is different. Confidence is a property of a person and is affected by the knowledge that person has and his ability to properly analyze that knowledge, so different people can have different levels of confidence about an existing state of nature, based on what they know and how they analyze it.
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Confidence is a measure of personal certainty about a state of nature.
Probability is a state of nature.