Table 4.
Hierarchical Linear Modeling Results for Gaze Duration (Milliseconds) as a Function of Students’ Grade Level, Reading Comprehension and Vocabulary, and Vocabulary by Item Type Interaction
| Fixed Effect | Coefficient | Standard Error | t-ratio | Approx d.f. | p-value |
|---|---|---|---|---|---|
| Word vs. Non-word Task | |||||
| For Word targets, ψ0 | |||||
| Fitted mean, γ00 | 236.738 | 66.047 | 3.584 | 119 | <0.001 |
| Grade level, γ01 | −4.100 | 16.910 | −0.242 | 119 | 0.809 |
| Reading comprehension, γ02 | −0.086 | 0.423 | −0.203 | 119 | 0.840 |
| Vocabulary, γ03 | −0.427 | 0.495 | −0.864 | 119 | 0.390 |
| For Non-word targets, ψ1 | |||||
| Item type, γ10 | 109.899 | 12.547 | 8.759 | 2298 | <0.001 |
| Vocabulary x item type, γ11 | 0.569 | 0.281 | 2.026 | 2298 | 0.043 |
| Plausible vs. Implausible Task | |||||
| For Plausible targets, ψ0 | |||||
| Fitted mean, γ00 | 212.011 | 50.754 | 4.177 | 119 | <0.001 |
| Grade level, γ01 | −3.631 | 13.092 | −0.277 | 119 | 0.782 |
| Reading comprehension, γ02 | −0.178 | 0.314 | −0.568 | 119 | 0.571 |
| Vocabulary, γ03 | −0.965 | 0.432 | −2.235 | 119 | 0.027 |
| For Implausible targets, ψ1 | |||||
| Item type, γ10 | 3.475 | 9.618 | 0.361 | 2322 | 0.718 |
| Vocabulary x item type, γ11 | 0.926 | 0.307 | 3.018 | 2322 | 0.003 |
| Random Effect | Standard Deviation | Variance Component | d.f. | χ2 | p-value |
| Word vs. Non-word Task | |||||
| Intercept, u0 | 130.344 | 16989.585 | 119 | 585.035 | <0.001 |
| level-1, e | 291.007 | 84685.159 | |||
| Plausible vs. Implausible Task | |||||
| Intercept, u0 | 94.113 | 8857.322 | 119 | 539.457 | <0.001 |
| level-1, e | 223.439 | 49925.016 | |||
Note.
Gaze Duration mj = γ00 + γ01*(Grade level)j + γ02*(Comprehension)j + γ03*( Vocabulary )j + γ10*(item type)mj + γ11(Vocabulary)j (Item type) mj + u0j + emj