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- > summary(Model_2)
- Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's method ['lmerModLmerTest']
- Formula: A_scoresd ~ Openness + Conscientiousness + Extraversion + Agreeableness +
- Neuroticism + Age + Gender + Source + Con + (1 | Attitude) + (1 | ID)
- Data: Data
- AIC BIC logLik deviance df.resid
- 9948.4 10024.7 -4960.2 9920.4 1708
- Scaled residuals:
- Min 1Q Median 3Q Max
- -3.9882 -0.8390 -0.3591 0.8298 2.4756
- Random effects:
- Groups Name Variance Std.Dev.
- ID (Intercept) 0.00 0.000
- Attitude (Intercept) 99.09 9.955
- Residual 18.34 4.282
- Number of obs: 1722, groups: ID, 287; Attitude, 3
- Fixed effects:
- Estimate Std. Error df t value Pr(>|t|)
- (Intercept) -2.708124 5.982005 3.518663 -0.453 0.6772
- Openness 0.036118 0.007523 1719.000002 4.801 0.00000172 ***
- Conscientiousness 0.005606 0.007011 1719.000002 0.800 0.4241
- Extraversion -0.005169 0.006228 1718.999998 -0.830 0.4067
- Agreeableness 0.014013 0.007384 1718.999997 1.898 0.0579 .
- Neuroticism 0.001364 0.006522 1719.000000 0.209 0.8344
- Age 0.006801 0.012420 1719.000000 0.548 0.5840
- Gender 0.327060 0.276533 1718.999999 1.183 0.2371
- Source 0.143984 0.285815 1719.000000 0.504 0.6145
- Con1 -0.045048 0.253856 1719.000000 -0.177 0.8592
- Con3 -0.082233 0.254672 1719.000000 -0.323 0.7468
- ---
- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
- Correlation of Fixed Effects:
- (Intr) Opnnss Cnscnt Extrvr Agrbln Nrtcsm Age Gender Source Con1
- Openness -0.101
- Conscntsnss -0.106 -0.042
- Extraversin -0.142 -0.054 -0.051
- Agreeablnss -0.065 -0.163 -0.331 0.009
- Neuroticism -0.202 0.015 0.324 0.499 0.022
- Age -0.053 -0.033 0.002 0.044 -0.183 0.057
- Gender 0.093 0.003 -0.102 -0.227 -0.316 -0.410 0.098
- Source -0.010 -0.162 0.091 -0.101 -0.164 0.002 0.629 -0.031
- Con1 -0.044 0.005 0.059 0.025 -0.008 0.065 0.112 -0.011 0.055
- Con3 -0.043 -0.016 -0.036 0.035 0.079 0.120 0.063 -0.076 0.013 0.476
- > summary(Model_3.5)
- Linear mixed model fit by maximum likelihood . t-tests use Satterthwaite's method ['lmerModLmerTest']
- Formula: A_scoresd ~ scale(Openness) + Conscientiousness + Extraversion +
- Agreeableness + Neuroticism + Age + Gender + Source + Con + (scale(Openness) | Attitude) + (1 | ID)
- Data: Data
- AIC BIC logLik deviance df.resid
- 9924.1 10011.3 -4946.0 9892.1 1706
- Scaled residuals:
- Min 1Q Median 3Q Max
- -3.9750 -0.8296 -0.3993 0.8544 2.6676
- Random effects:
- Groups Name Variance Std.Dev. Corr
- ID (Intercept) 0.0000 0.0000
- Attitude (Intercept) 99.0931 9.9546
- scale(Openness) 0.2987 0.5466 1.00
- Residual 18.0405 4.2474
- Number of obs: 1722, groups: ID, 287; Attitude, 3
- Fixed effects:
- Estimate Std. Error df t value Pr(>|t|)
- (Intercept) 1.325819 5.952989 3.450966 0.223 0.8363
- scale(Openness) 0.524252 0.333624 3.096418 1.571 0.2113
- Conscientiousness 0.005606 0.006954 1718.999989 0.806 0.4203
- Extraversion -0.005169 0.006177 1718.999989 -0.837 0.4028
- Agreeableness 0.014013 0.007324 1718.999991 1.913 0.0559 .
- Neuroticism 0.001364 0.006469 1718.999990 0.211 0.8330
- Age 0.006801 0.012318 1718.999990 0.552 0.5809
- Gender 0.327060 0.274268 1718.999990 1.192 0.2332
- Source 0.143984 0.283474 1718.999990 0.508 0.6116
- Con1 -0.045048 0.251776 1718.999990 -0.179 0.8580
- Con3 -0.082233 0.252586 1718.999991 -0.326 0.7448
- ---
- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
- Correlation of Fixed Effects:
- (Intr) scl(O) Cnscnt Extrvr Agrbln Nrtcsm Age Gender Source Con1
- scl(Opnnss) 0.926
- Conscntsnss -0.112 -0.013
- Extraversin -0.149 -0.018 -0.051
- Agreeablnss -0.088 -0.053 -0.331 0.009
- Neuroticism -0.200 0.005 0.324 0.499 0.022
- Age -0.058 -0.011 0.002 0.044 -0.183 0.057
- Gender 0.093 0.001 -0.102 -0.227 -0.316 -0.410 0.098
- Source -0.032 -0.052 0.091 -0.101 -0.164 0.002 0.629 -0.031
- Con1 -0.044 0.002 0.059 0.025 -0.008 0.065 0.112 -0.011 0.055
- Con3 -0.045 -0.005 -0.036 0.035 0.079 0.120 0.063 -0.076 0.013 0.476
- > anova(Model_2, Model_3.5)
- Data: Data
- Models:
- Model_2: A_scoresd ~ Openness + Conscientiousness + Extraversion + Agreeableness +
- Model_2: Neuroticism + Age + Gender + Source + Con + (1 | Attitude) +
- Model_2: (1 | ID)
- Model_3.5: A_scoresd ~ scale(Openness) + Conscientiousness + Extraversion +
- Model_3.5: Agreeableness + Neuroticism + Age + Gender + Source + Con +
- Model_3.5: (scale(Openness) | Attitude) + (1 | ID)
- Df AIC BIC logLik deviance Chisq Chi Df Pr(>Chisq)
- Model_2 14 9948.4 10025 -4960.2 9920.4
- Model_3.5 16 9924.1 10011 -4946.0 9892.1 28.264 2 0.0000007288 ***
- ---
- Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
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