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Semantic and cognitive tools to aid statistical science: replace confidence and significance by compatibility and surprise
Abstract Background 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 factors, and other devices. Because the core problems appear cognitive rather than statistical, we review some simple methods to …