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Decoding refers to predicting (classifying) pre-defined labels or cognitive states from brain activity patterns. This type of classification has long been used for neuroscientific insight. In multivariate pattern analysis (MVPA), voxel activity patterns are treated as feature vectors and classifiers are trained to distinguish experimental conditions (for example risky vs. safe decision, add vs. subtract, rule A vs. rule B).