In JMP application, how do you determine what is the best fit for a given regression scatterplot (linear, polynomial 2 - quadratic, polynomial 3, cubic, polynomial 4, quartic)? Do you first considered the Rsquare value and then move to the p-value (significance) to confirm that the correlation isn't due to random chance? Please explain.

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