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Non-binary choices complicate analysis unnecessarily, as most multiple alternative scenarios can be distilled into multiple binary choices. Outside of metacognitive literature, I have seen studies that assume the naive Bayesian approach for multi-choice decision confidence, for example, from Satopää et al (2014) in forecasting: For now, assume that the ...

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