Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise

Researchers often misinterpret and misrepresent statistical outputs. This abuse has led to a large literature on modification or replacement of testing thresholds and P-values with confidence intervals, Bayes fac…