Measured quantities as probability distributions?

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Measured quantities are most frequently treated as real numbers or as confidence intervals bounded by real numbers. There's a suggestion there that measurements are actually probability distributions with the reported value being its global maximum. Are there/can there be any formalisms that treat measurements as probability distributions?