Table 3.
Two-Level Multilevel Models Predicting Minutes of Moderate to Vigorous Physical Activity from Sleep
Sleep Onset Latency |
Waketime After Sleep Onset |
Sleep Quality Rating |
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Parameter | Symbol | Estimate | SE | Estimate | SE | Estimate | SE |
Fixed Effects | |||||||
Intercept | β 00 | −.066 | .050 | −.075 | .047 | −.065 | .050 |
Groupa | β 01 | −.008 | .053 | −.021 | .050 | −.29E-4 | .051 |
Ageb | β 02 | .080 | .055 | .108 | .054* | .069 | .056 |
Genderc | β 03 | −.022 | .050 | −.016 | .048 | −.013 | .051 |
Educationd | β 04 | −.072 | .054 | −.077 | .049 | −.066 | .051 |
BMIe | β 05 | .026 | .052 | .028 | .050 | .026 | .052 |
TICSf | β 06 | −.001 | .058 | −.006 | .055 | .0004 | .057 |
Sleep (BP) | β 07 | −.042 | .085 | −.278 | .106* | .079 | .082 |
Sleep (WP) | β 10 | −.009 | .010 | −.016 | .019 | .045 | .013** |
| |||||||
Random Effects | |||||||
Intercept | roi | .151 | .008*** | .136 | .025*** | .150 | .027*** |
Residual | eit | .403 | .008*** | .399 | .008*** | .400 | .008*** |
Sleep (WP) | r1i | .27E-5 | .0004 | .011 | .005* | .003 | .002 |
Model Fit | |||||||
Deviance (df) | 6161.053(9)*** | 6226.064(9)*** | 6186.651(9)*** |
Note: Original model parameterization included linear, quadratic, and cubic time effects. However, as these terms were not significant predictors and their removal did not substantively change parameter estimates, they were subsequently removed from models to facilitate interpretation. All variables were transformed into a Z-score metric prior to model parameterization.
0=Health Education, 1=Active Lifestyle.
Measured in years since birth.
0=female, 1=male.
Measured in years of schooling.
BMI=body mass index.
TICS=telephone interview of cognitive status (higher scores are indicative of better overall cognitive functioning).
Physical Activity=minutes of moderate to vigorous physical activity.
BP=between-persons; WP=within-persons.
p<.05,
p<.01,
p<.001.