Table 2.
Source of Variance | Coefficient Estimate | Sum of Squares | Degrees of Freedom | Mean Square | F-Value | p-Value | |
---|---|---|---|---|---|---|---|
Model | Intercept | 52.89 | 4678.97 | 14 | 334.21 | 220.94 | <0.0001 * |
Linear effect | X1 | 5.32 | 509.81 | 1 | 509.81 | 337.02 | <0.0001 * |
X2 | 3.38 | 205.85 | 1 | 205.85 | 136.08 | <0.0001 * | |
X3 | 9.49 | 1621.85 | 1 | 1621.85 | 1072.17 | <0.0001 * | |
X4 | 2.41 | 104.85 | 1 | 104.85 | 69.31 | <0.0001 * | |
Interaction effect | X1 X2 | 0.14 | 0.34 | 1 | 0.34 | 0.22 | 0.6442 |
X1 X3 | 5.94 | 563.90 | 1 | 563.90 | 372.78 | <0.0001 * | |
X1 X4 | 0.50 | 3.98 | 1 | 3.98 | 2.63 | 0.1258 | |
X2 X3 | 8.21 | 1079.34 | 1 | 1079.34 | 713.52 | <0.0001 * | |
X2 X4 | 4.63 | 342.69 | 1 | 342.69 | 226.54 | <0.0001 * | |
X3 X4 | 3.92 | 245.91 | 1 | 245.91 | 162.56 | <0.0001 * | |
Quadratic effect | X12 | 0.27 | 0.19 | 1 | 0.19 | 0.12 | 0.7301 |
X22 | 0.07 | 0.01 | 1 | 0.01 | 0.01 | 0.9281 | |
X32 | −0.29 | 0.21 | 1 | 0.21 | 0.14 | 0.7117 | |
X42 | −0.17 | 0.08 | 1 | 0.08 | 0.05 | 0.8258 | |
Error effect | Lack of Fit | 15.15 | 10 | 1.51 | 1.00 | 0.5327 | |
Pure Error | 7.54 | 5 | 1.51 | ||||
R2 | 0.9952 | ||||||
Adj R2 | 0.9907 | ||||||
Pred R2 | 0.9745 | ||||||
Adeq Precision | 71.71 |
* Significant values, F: Fishers’s function, p: level of significance.