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Distinguishing State Variables from Predictive Signals

The author encountered a variable with a modest Pearson correlation to the outcome variable, but it failed to predict future states when a time delay was introduced. This raised a methodological issue on how to formally differentiate between state variables and predictive signals in statistical analysis.

Mathematics & logic, Mathematics, Mathematical Logic