Table 2.
Immediate emotional responses based on a multilevel model predicting valence or arousal with slope 2 and slope 3 at level 1 by location at level 2 (data set 2).
| Variable | Fixed effect | Random effect | ||||||
|
|
Coefficient | SE | P value | SD | Chi-square (df)a | P value | ||
| Valence | ||||||||
|
|
Intercept (γ00) | 0.337 | 0.022 | <.001 | 0.452 | 656.8 (3) | <.001 | |
|
|
Slope 1 (γ10)b | 0.123 | 0.013 | <.001 | —c | — | — | |
|
|
Slope 2 (γ20)d | 0.118 | 0.021 | <.001 | 0.259 | 3.8 (3) | .28 | |
|
|
Slope 3 (γ30)e | −0.146 | 0.020 | <.001 | 0.260 | 24.7 (3) | <.001 | |
|
|
Slope 4 (γ30)f | 0.000 | 0.001 | .99 | — | — | — | |
|
|
Location (γ01)g | −0.037 | 0.032 | .24 | — | — | — | |
|
|
Slope 2×location (γ21)d,g | −0.172 | 0.052 | .001 | — | — | — | |
|
|
Slope 3×location (γ31)e,g | 0.109 | 0.047 | .02 | — | — | — | |
| Arousal | ||||||||
|
|
Intercept (γ00) | 2.365 | 0.019 | <.001 | 0.265 | 183.3 (3) | <.001 | |
|
|
Slope 1 (γ10)b | 0.089 | 0.011 | <.001 | — | — | — | |
|
|
Slope 2 (γ20)d | 0.293 | 0.022 | <.001 | 0.569 | 333.2 (3) | <.001 | |
|
|
Slope 3 (γ30)e | −0.315 | 0.021 | <.001 | 0.607 | 403.4 (3) | <.001 | |
|
|
Slope 4 (γ40)f | 0.000 | 0.001 | .30 | — | — | — | |
|
|
Location (γ01)g | −0.042 | 0.026 | .11 | — | — | — | |
|
|
Slope 2×location (γ21)d,g | −0.262 | 0.053 | <.001 | — | — | — | |
|
|
Slope 3×location (γ31)e,g | 0.218 | 0.050 | <.001 | — | — | — | |
aThe chi-square value is calculated as the difference in –2loglikelihood between a model with and a model without the random effect.
bSlope 1: emotional trend before the lockdown (between January 20, 2020, and January 22, 2020).
cThe cells were kept empty when the random effect of a variable was not included in the model.
dSlope 2: difference in emotion between January 23, 2020 (the day of lockdown) and January 22, 2020.
eSlope 3: difference in emotion between January 23, 2020 (the day of lockdown) and January 24, 2020.
fSlope 4: longer-term emotional trend in the 2 weeks after the lockdown was imposed.
gLocation: dummy coded as 1 denoting the Wuhan group and 0 denoting the non-Hubei group.