Table 2.

Model comparisons predicting disconnection from motivations within and between participants

Model 0
Model 1a
Model 1b
Model 1c
Model 2
Model 3a
Fixed effectsb (β)b (β)b (β)b (β)b (β)b (β)
[95% CI][95% CI][95% CI][95% CI][95% CI][95% CI]
Intercept
  • 0.60

  • [0.57–0.63]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.40–0.72]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.39–0.72]

  • .67

  • [0.51–0.82]

Distraction m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.01 (.05)

  • [−0.01–0.04]

  • 0.01 (.03)

  • [−0.02–0.03]

Distraction m. (within)
  • 0.02 (.10)***

  • [0.01–0.02]

  • 0.01 (.08)***

  • [0.01–0.02]

  • 0.01 (.07)***

  • [0.01–0.02]

Well-being m. (between)
  • 0.02 (.09)

  • [−0.00–0.03]

  • 0.01 (.06)

  • [−0.01–0.03]

  • 0.01 (.04)

  • [−0.01–0.03]

Well-being m. (within)
  • 0.00 (.01)

  • [−0.00–0.01]

  • −0.00 (−.01)

  • [−0.00–0.00]

  • −0.00 (−.01)

  • [−0.01–0.00]

Presence m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.02 (.07)

  • [−0.01–0.04]

  • 0.01 (.04)

  • [−0.01–0.03]

Presence m. (within)
  • 0.02 (.14)***

  • [0.02–0.03]

  • 0.02 (.13)***

  • [0.02–0.02]

  • 0.01 (.06)***

  • [0.00–0.01]

Age
  • 0.00 (.01)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.04)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.01)

  • [−0.00–0.01]

Gender: femaleb
  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.17)

  • [−0.11–0.01]

  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.07)

  • [−0.11–0.01]

  • −0.02 (−.08)

  • [−0.08–0.03]

Gender: nonbinary/otherb
  • 0.22 (.72)*

  • [0.02–0.41]

  • 0.17 (.58)

  • [−0.03–0.38]

  • 0.19 (.63)

  • [−0.01–0.39]

  • 0.16 (.08)

  • [−0.05–0.37]

  • 0.23 (.76)*

  • [0.04–0.42]

Time since startc
  • 0.01 (.05)***

  • [0.01–0.02]

Time of dayc
  • -0.00 (-.00)

  • [−0.01–0.00]

Weekendd
  • −0.01 (−.03)

  • [−0.02–0.00]

Work media use
  • 0.00 (.09***

  • [−0.00 – −0.00]

Leisure media use
  • 0.00 (.22)***

  • [−0.00 – −0.00]

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. Likelihood201.62341.45260.77380.55488.85760.35
pLRT m0e< .001< .001< .001< .001< .001
R2marg./R2cond..00/.46.04/.50.03/.48.04/.50.06/.500.10/0.57
Model 0
Model 1a
Model 1b
Model 1c
Model 2
Model 3a
Fixed effectsb (β)b (β)b (β)b (β)b (β)b (β)
[95% CI][95% CI][95% CI][95% CI][95% CI][95% CI]
Intercept
  • 0.60

  • [0.57–0.63]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.40–0.72]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.39–0.72]

  • .67

  • [0.51–0.82]

Distraction m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.01 (.05)

  • [−0.01–0.04]

  • 0.01 (.03)

  • [−0.02–0.03]

Distraction m. (within)
  • 0.02 (.10)***

  • [0.01–0.02]

  • 0.01 (.08)***

  • [0.01–0.02]

  • 0.01 (.07)***

  • [0.01–0.02]

Well-being m. (between)
  • 0.02 (.09)

  • [−0.00–0.03]

  • 0.01 (.06)

  • [−0.01–0.03]

  • 0.01 (.04)

  • [−0.01–0.03]

Well-being m. (within)
  • 0.00 (.01)

  • [−0.00–0.01]

  • −0.00 (−.01)

  • [−0.00–0.00]

  • −0.00 (−.01)

  • [−0.01–0.00]

Presence m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.02 (.07)

  • [−0.01–0.04]

  • 0.01 (.04)

  • [−0.01–0.03]

Presence m. (within)
  • 0.02 (.14)***

  • [0.02–0.03]

  • 0.02 (.13)***

  • [0.02–0.02]

  • 0.01 (.06)***

  • [0.00–0.01]

Age
  • 0.00 (.01)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.04)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.01)

  • [−0.00–0.01]

Gender: femaleb
  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.17)

  • [−0.11–0.01]

  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.07)

  • [−0.11–0.01]

  • −0.02 (−.08)

  • [−0.08–0.03]

Gender: nonbinary/otherb
  • 0.22 (.72)*

  • [0.02–0.41]

  • 0.17 (.58)

  • [−0.03–0.38]

  • 0.19 (.63)

  • [−0.01–0.39]

  • 0.16 (.08)

  • [−0.05–0.37]

  • 0.23 (.76)*

  • [0.04–0.42]

Time since startc
  • 0.01 (.05)***

  • [0.01–0.02]

Time of dayc
  • -0.00 (-.00)

  • [−0.01–0.00]

Weekendd
  • −0.01 (−.03)

  • [−0.02–0.00]

Work media use
  • 0.00 (.09***

  • [−0.00 – −0.00]

Leisure media use
  • 0.00 (.22)***

  • [−0.00 – −0.00]

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. Likelihood201.62341.45260.77380.55488.85760.35
pLRT m0e< .001< .001< .001< .001< .001
R2marg./R2cond..00/.46.04/.50.03/.48.04/.50.06/.500.10/0.57

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.

a

Additional controls in Model 3 constitute a non-pre-registered robustness check.

b

Dummy coded, male gender is the reference category.

c

Time variables were z-scaled.

d

Dummy coded, weekday is the reference category.

e

p-value for likelihood ratio test comparing model to the null model.

Table 2.

Model comparisons predicting disconnection from motivations within and between participants

Model 0
Model 1a
Model 1b
Model 1c
Model 2
Model 3a
Fixed effectsb (β)b (β)b (β)b (β)b (β)b (β)
[95% CI][95% CI][95% CI][95% CI][95% CI][95% CI]
Intercept
  • 0.60

  • [0.57–0.63]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.40–0.72]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.39–0.72]

  • .67

  • [0.51–0.82]

Distraction m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.01 (.05)

  • [−0.01–0.04]

  • 0.01 (.03)

  • [−0.02–0.03]

Distraction m. (within)
  • 0.02 (.10)***

  • [0.01–0.02]

  • 0.01 (.08)***

  • [0.01–0.02]

  • 0.01 (.07)***

  • [0.01–0.02]

Well-being m. (between)
  • 0.02 (.09)

  • [−0.00–0.03]

  • 0.01 (.06)

  • [−0.01–0.03]

  • 0.01 (.04)

  • [−0.01–0.03]

Well-being m. (within)
  • 0.00 (.01)

  • [−0.00–0.01]

  • −0.00 (−.01)

  • [−0.00–0.00]

  • −0.00 (−.01)

  • [−0.01–0.00]

Presence m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.02 (.07)

  • [−0.01–0.04]

  • 0.01 (.04)

  • [−0.01–0.03]

Presence m. (within)
  • 0.02 (.14)***

  • [0.02–0.03]

  • 0.02 (.13)***

  • [0.02–0.02]

  • 0.01 (.06)***

  • [0.00–0.01]

Age
  • 0.00 (.01)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.04)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.01)

  • [−0.00–0.01]

Gender: femaleb
  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.17)

  • [−0.11–0.01]

  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.07)

  • [−0.11–0.01]

  • −0.02 (−.08)

  • [−0.08–0.03]

Gender: nonbinary/otherb
  • 0.22 (.72)*

  • [0.02–0.41]

  • 0.17 (.58)

  • [−0.03–0.38]

  • 0.19 (.63)

  • [−0.01–0.39]

  • 0.16 (.08)

  • [−0.05–0.37]

  • 0.23 (.76)*

  • [0.04–0.42]

Time since startc
  • 0.01 (.05)***

  • [0.01–0.02]

Time of dayc
  • -0.00 (-.00)

  • [−0.01–0.00]

Weekendd
  • −0.01 (−.03)

  • [−0.02–0.00]

Work media use
  • 0.00 (.09***

  • [−0.00 – −0.00]

Leisure media use
  • 0.00 (.22)***

  • [−0.00 – −0.00]

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. Likelihood201.62341.45260.77380.55488.85760.35
pLRT m0e< .001< .001< .001< .001< .001
R2marg./R2cond..00/.46.04/.50.03/.48.04/.50.06/.500.10/0.57
Model 0
Model 1a
Model 1b
Model 1c
Model 2
Model 3a
Fixed effectsb (β)b (β)b (β)b (β)b (β)b (β)
[95% CI][95% CI][95% CI][95% CI][95% CI][95% CI]
Intercept
  • 0.60

  • [0.57–0.63]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.40–0.72]

  • 0.55

  • [0.39–0.70]

  • 0.56

  • [0.39–0.72]

  • .67

  • [0.51–0.82]

Distraction m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.01 (.05)

  • [−0.01–0.04]

  • 0.01 (.03)

  • [−0.02–0.03]

Distraction m. (within)
  • 0.02 (.10)***

  • [0.01–0.02]

  • 0.01 (.08)***

  • [0.01–0.02]

  • 0.01 (.07)***

  • [0.01–0.02]

Well-being m. (between)
  • 0.02 (.09)

  • [−0.00–0.03]

  • 0.01 (.06)

  • [−0.01–0.03]

  • 0.01 (.04)

  • [−0.01–0.03]

Well-being m. (within)
  • 0.00 (.01)

  • [−0.00–0.01]

  • −0.00 (−.01)

  • [−0.00–0.00]

  • −0.00 (−.01)

  • [−0.01–0.00]

Presence m. (between)
  • 0.02 (.08)

  • [−0.00–0.04]

  • 0.02 (.07)

  • [−0.01–0.04]

  • 0.01 (.04)

  • [−0.01–0.03]

Presence m. (within)
  • 0.02 (.14)***

  • [0.02–0.03]

  • 0.02 (.13)***

  • [0.02–0.02]

  • 0.01 (.06)***

  • [0.00–0.01]

Age
  • 0.00 (.01)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.04)

  • [−0.00–0.01]

  • 0.00 (.03)

  • [−0.00–0.01]

  • 0.00 (.01)

  • [−0.00–0.01]

Gender: femaleb
  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.17)

  • [−0.11–0.01]

  • −0.04 (−.15)

  • [−0.10–0.01]

  • −0.05 (−.07)

  • [−0.11–0.01]

  • −0.02 (−.08)

  • [−0.08–0.03]

Gender: nonbinary/otherb
  • 0.22 (.72)*

  • [0.02–0.41]

  • 0.17 (.58)

  • [−0.03–0.38]

  • 0.19 (.63)

  • [−0.01–0.39]

  • 0.16 (.08)

  • [−0.05–0.37]

  • 0.23 (.76)*

  • [0.04–0.42]

Time since startc
  • 0.01 (.05)***

  • [0.01–0.02]

Time of dayc
  • -0.00 (-.00)

  • [−0.01–0.00]

Weekendd
  • −0.01 (−.03)

  • [−0.02–0.00]

Work media use
  • 0.00 (.09***

  • [−0.00 – −0.00]

Leisure media use
  • 0.00 (.22)***

  • [−0.00 – −0.00]

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. Likelihood201.62341.45260.77380.55488.85760.35
pLRT m0e< .001< .001< .001< .001< .001
R2marg./R2cond..00/.46.04/.50.03/.48.04/.50.06/.500.10/0.57

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.

a

Additional controls in Model 3 constitute a non-pre-registered robustness check.

b

Dummy coded, male gender is the reference category.

c

Time variables were z-scaled.

d

Dummy coded, weekday is the reference category.

e

p-value for likelihood ratio test comparing model to the null model.

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