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We present a method of calculating the measurement variance-covariance matrix of a spectroscopic sample's complex refractive index from time-domain statistics in order to estimate uncertainty of a measurement. We compare this method to a numerical analysis and previously derived methodology, and show that our time-based estimate is both accurate and adaptable to complex extraction models.
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