Model comparisons predicting disconnection from motivations within and between participants
. | Model 0 . | Model 1a . | Model 1b . | Model 1c . | Model 2 . | Model 3a . |
---|---|---|---|---|---|---|
Fixed effects . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . |
[95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | |
Intercept |
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Distraction m. (between) |
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Distraction m. (within) |
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Well-being m. (between) |
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Well-being m. (within) |
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Presence m. (between) |
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Presence m. (within) |
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Age |
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Gender: femaleb |
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Gender: nonbinary/otherb |
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Time since startc |
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Time of dayc |
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Weekendd |
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Work media use |
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Leisure media use |
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Random effects | ||||||
σ2 | .05 | .05 | .05 | .05 | .05 | .04 |
ICC | .46 | .48 | .47 | .48 | .46 | .52 |
Model fit | ||||||
AIC | −397.23 | −662.91 | −501.54 | −741.10 | −947.69 | −1,468.71 |
BIC | −376.52 | −593.82 | −432.50 | −672.06 | −844.14 | −1,289.21 |
Log. Likelihood | 201.62 | 341.45 | 260.77 | 380.55 | 488.85 | 760.35 |
pLRT m0e | < .001 | < .001 | < .001 | < .001 | < .001 | |
R2marg./R2cond. | .00/.46 | .04/.50 | .03/.48 | .04/.50 | .06/.50 | 0.10/0.57 |
. | Model 0 . | Model 1a . | Model 1b . | Model 1c . | Model 2 . | Model 3a . |
---|---|---|---|---|---|---|
Fixed effects . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . |
[95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | |
Intercept |
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|
|
|
|
|
Distraction m. (between) |
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| |||
Distraction m. (within) |
|
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| |||
Well-being m. (between) |
|
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| |||
Well-being m. (within) |
|
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| |||
Presence m. (between) |
|
|
| |||
Presence m. (within) |
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| |||
Age |
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| |
Gender: femaleb |
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Gender: nonbinary/otherb |
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| |
Time since startc |
| |||||
Time of dayc |
| |||||
Weekendd |
| |||||
Work media use |
| |||||
Leisure media use |
| |||||
Random effects | ||||||
σ2 | .05 | .05 | .05 | .05 | .05 | .04 |
ICC | .46 | .48 | .47 | .48 | .46 | .52 |
Model fit | ||||||
AIC | −397.23 | −662.91 | −501.54 | −741.10 | −947.69 | −1,468.71 |
BIC | −376.52 | −593.82 | −432.50 | −672.06 | −844.14 | −1,289.21 |
Log. Likelihood | 201.62 | 341.45 | 260.77 | 380.55 | 488.85 | 760.35 |
pLRT m0e | < .001 | < .001 | < .001 | < .001 | < .001 | |
R2marg./R2cond. | .00/.46 | .04/.50 | .03/.48 | .04/.50 | .06/.50 | 0.10/0.57 |
Notes. Unstandardized regression coefficients with 95% CIs in square brackets and standardized coefficients in parentheses. Bold values represent statistically significant associations.
p < .05,
p < .01,
p < .001, m. = motivation, N = 230, T = 7,360.
Additional controls in Model 3 constitute a non-pre-registered robustness check.
Dummy coded, male gender is the reference category.
Time variables were z-scaled.
Dummy coded, weekday is the reference category.
p-value for likelihood ratio test comparing model to the null model.
Model comparisons predicting disconnection from motivations within and between participants
. | Model 0 . | Model 1a . | Model 1b . | Model 1c . | Model 2 . | Model 3a . |
---|---|---|---|---|---|---|
Fixed effects . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . |
[95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | |
Intercept |
|
|
|
|
|
|
Distraction m. (between) |
|
|
| |||
Distraction m. (within) |
|
|
| |||
Well-being m. (between) |
|
|
| |||
Well-being m. (within) |
|
|
| |||
Presence m. (between) |
|
|
| |||
Presence m. (within) |
|
|
| |||
Age |
|
|
|
|
| |
Gender: femaleb |
|
|
|
|
| |
Gender: nonbinary/otherb |
|
|
|
|
| |
Time since startc |
| |||||
Time of dayc |
| |||||
Weekendd |
| |||||
Work media use |
| |||||
Leisure media use |
| |||||
Random effects | ||||||
σ2 | .05 | .05 | .05 | .05 | .05 | .04 |
ICC | .46 | .48 | .47 | .48 | .46 | .52 |
Model fit | ||||||
AIC | −397.23 | −662.91 | −501.54 | −741.10 | −947.69 | −1,468.71 |
BIC | −376.52 | −593.82 | −432.50 | −672.06 | −844.14 | −1,289.21 |
Log. Likelihood | 201.62 | 341.45 | 260.77 | 380.55 | 488.85 | 760.35 |
pLRT m0e | < .001 | < .001 | < .001 | < .001 | < .001 | |
R2marg./R2cond. | .00/.46 | .04/.50 | .03/.48 | .04/.50 | .06/.50 | 0.10/0.57 |
. | Model 0 . | Model 1a . | Model 1b . | Model 1c . | Model 2 . | Model 3a . |
---|---|---|---|---|---|---|
Fixed effects . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . | b (β) . |
[95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | [95% CI] . | |
Intercept |
|
|
|
|
|
|
Distraction m. (between) |
|
|
| |||
Distraction m. (within) |
|
|
| |||
Well-being m. (between) |
|
|
| |||
Well-being m. (within) |
|
|
| |||
Presence m. (between) |
|
|
| |||
Presence m. (within) |
|
|
| |||
Age |
|
|
|
|
| |
Gender: femaleb |
|
|
|
|
| |
Gender: nonbinary/otherb |
|
|
|
|
| |
Time since startc |
| |||||
Time of dayc |
| |||||
Weekendd |
| |||||
Work media use |
| |||||
Leisure media use |
| |||||
Random effects | ||||||
σ2 | .05 | .05 | .05 | .05 | .05 | .04 |
ICC | .46 | .48 | .47 | .48 | .46 | .52 |
Model fit | ||||||
AIC | −397.23 | −662.91 | −501.54 | −741.10 | −947.69 | −1,468.71 |
BIC | −376.52 | −593.82 | −432.50 | −672.06 | −844.14 | −1,289.21 |
Log. Likelihood | 201.62 | 341.45 | 260.77 | 380.55 | 488.85 | 760.35 |
pLRT m0e | < .001 | < .001 | < .001 | < .001 | < .001 | |
R2marg./R2cond. | .00/.46 | .04/.50 | .03/.48 | .04/.50 | .06/.50 | 0.10/0.57 |
Notes. Unstandardized regression coefficients with 95% CIs in square brackets and standardized coefficients in parentheses. Bold values represent statistically significant associations.
p < .05,
p < .01,
p < .001, m. = motivation, N = 230, T = 7,360.
Additional controls in Model 3 constitute a non-pre-registered robustness check.
Dummy coded, male gender is the reference category.
Time variables were z-scaled.
Dummy coded, weekday is the reference category.
p-value for likelihood ratio test comparing model to the null model.
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