QK Box 11.3

The rat pup dataset from Pinheiro and Bates (2000) was introduced in Chapter 10. The between-plots factor was drug treatment (fixed with three doses: control, low dose, high dose) and the plots were ten female rats, and their subsequent litters (level 2), assigned to each treatment. The pups from a litter produced by each female were sexed and weighed, so pups were the sub-plots (level 1) with sex (fixed: male vs females) as the within-plots factor and pup weight as the response variable. Litter size (number of pups) was recorded as a continuous covariate for each litter (level 2) as we might reasonably expect larger litters to have smaller pups on average. The design was unbalanced for both plots (only seven out of ten rats survived in the high dose group) and subplots (litter size ranged between two and 18 pups). Additionally, one litter (number 12) only had female pups so this litter was omitted from the analysis to avoid a missing cell.

This analysis uses a subset of the data - it’s here

Preliminaries

First, load the required packages (afex, car, lattice, lme4, lmerTest, nlme, VCA, ez, emmeans, Rmisc, MuMIn)

Import ratpupno12 data file (ratpupno12.csv)

```r
ratpupno12 <- read.csv(\../data/ratpupno12.csv\)
ratpupno12

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  </script>
</div>

<!-- rnb-frame-end -->


<!-- rnb-output-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->


Set contrasts from afex
Make litter a factor

<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuc2V0X3N1bV9jb250cmFzdHMoKVxuYGBgXG5gYGAifQ== -->

```r
```r
set_sum_contrasts()

<!-- rnb-source-end -->


<!-- rnb-output-end -->

<!-- rnb-output-begin eyJkYXRhIjoic2V0dGluZyBjb250ci5zdW0gZ2xvYmFsbHk6IG9wdGlvbnMoY29udHJhc3RzPWMoJ2NvbnRyLnN1bScsICdjb250ci5wb2x5JykpXG4ifQ== -->

setting contr.sum globally: options(contrasts=c(‘contr.sum’, ‘contr.poly’))

<!-- rnb-output-end -->

<!-- rnb-output-begin eyJkYXRhIjoiXG48IS0tIHJuYi1zb3VyY2UtYmVnaW4gZXlKa1lYUmhJam9pWUdCZ2NseHVZR0JnY2x4dWNtRjBjSFZ3Ym04eE1pUnNhWFIwWlhJZ1BDMGdabUZqZEc5eUtISmhkSEIxY0c1dk1USWtiR2wwZEdWeUtWeHVZR0JnWEc1Z1lHQWlmUT09IC0tPlxuXG5gYGByXG5gYGByXG5yYXRwdXBubzEyJGxpdHRlciA8LSBmYWN0b3IocmF0cHVwbm8xMiRsaXR0ZXIpXG5gYGBcbmBgYFxuXG48IS0tIHJuYi1zb3VyY2UtZW5kIC0tPlxuIn0= -->


<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucmF0cHVwbm8xMiRsaXR0ZXIgPC0gZmFjdG9yKHJhdHB1cG5vMTIkbGl0dGVyKVxuYGBgXG5gYGAifQ== -->

```r
```r
ratpupno12$litter <- factor(ratpupno12$litter)

<!-- rnb-source-end -->


<!-- rnb-output-end -->

<!-- rnb-chunk-end -->


<!-- rnb-text-begin -->


Check boxplots - some variance difference but not related to mean


<!-- rnb-text-end -->


<!-- rnb-chunk-begin -->


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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuYm94cGxvdCh3ZWlnaHR+dHJlYXRtZW50KnNleCwgcmF0cHVwbm8xMilcbmBgYFxuYGBgIn0= -->

```r
```r
boxplot(weight~treatment*sex, ratpupno12)

<!-- rnb-source-end -->


<!-- rnb-output-end -->

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<!-- rnb-plot-begin -->

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" />

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Not suited to OLS fit because of imbalance

## Without covariate

First, model using lmer without litter size as covariate - this model includes litter(treatment) x sex interaction


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```r
```r
ratpup.lmer1 <- lmer(weight~treatment+sex+treatment*sex+(1|litter)+(1|litter:sex), REML=TRUE, ratpupno12)
plot(ratpup.lmer1)

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\" />\n\n<!-- rnb-plot-end -->\n"} -->


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" />

<!-- rnb-plot-end -->


<!-- rnb-output-end -->

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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxuc3VtbWFyeShyYXRwdXAubG1lcjEsIGRkZj1cXEtlbndhcmQtUm9nZXJcXClcbmBgYFxuYGBgIn0= -->

```r
```r
summary(ratpup.lmer1, ddf=\Kenward-Roger\)

<!-- rnb-source-end -->


<!-- rnb-output-end -->

<!-- rnb-output-begin 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 -->

Linear mixed model fit by REML. t-tests use Kenward-Roger’s method [‘lmerModLmerTest’] Formula: weight ~ treatment + sex + treatment * sex + (1 | litter) + (1 | litter:sex) Data: ratpupno12

REML criterion at convergence: 420.9

Scaled residuals: Min 1Q Median 3Q Max -6.8869 -0.5151 0.0131 0.5374 2.8411

Random effects: Groups Name Variance Std.Dev. litter:sex (Intercept) 0.01564 0.1251
litter (Intercept) 0.25296 0.5030
Residual 0.15727 0.3966
Number of obs: 320, groups: litter:sex, 52; litter, 26

Fixed effects: Estimate Std. Error df t value Pr(>|t|)
(Intercept) 6.13527 0.10450 23.14353 58.709 < 2e-16 treatment1 0.27970 0.14181 22.99973 1.972 0.0607 .
treatment2 -0.06747 0.15614 23.56229 -0.432 0.6696
sex1 -0.18000 0.03096 25.15990 -5.815 4.5e-06 treatment1:sex1 -0.03385 0.04090 22.29970 -0.828 0.4167
treatment2:sex1 0.02127 0.04845 30.21454 0.439 0.6637
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

Correlation of Fixed Effects: (Intr) trtmn1 trtmn2 sex1 trt1:1 treatment1 -0.117
treatment2 0.155 -0.529
sex1 0.002 0.017 -0.010
trtmnt1:sx1 0.017 0.015 -0.005 -0.194
trtmnt2:sx1 -0.010 -0.004 -0.005 0.287 -0.578

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```r
```r
anova (ratpup.lmer1, ddf=\Kenward-Roger\)

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Type III Analysis of Variance Table with Kenward-Roger’s method Sum Sq Mean Sq NumDF DenDF F value Pr(>F)
treatment 0.6938 0.3469 2 23.091 2.2057 0.1329
sex 5.3173 5.3173 1 25.160 33.8089 4.501e-06 *** treatment:sex 0.1081 0.0540 2 23.749 0.3434 0.7128
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

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<!-- rnb-text-begin -->


Get variance components with profile CIs


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```r
```r
ratpup.ci <- confint.merMod(ratpup.lmer1,oldNames=FALSE)

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Computing profile confidence intervals …

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```r
```r
ratpup.vc <- (ratpup.ci)^2
print(ratpup.vc)

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                             2.5 %       97.5 %

sd_(Intercept)|litter:sex 0.000000e+00 0.046258112 sd_(Intercept)|litter 1.234467e-01 0.429932353 sigma 1.335858e-01 0.188435253 (Intercept) 3.522724e+01 40.136473884 treatment1 9.926651e-05 0.305713065 treatment2 1.339955e-01 0.053504195 sex1 5.675929e-02 0.014566084 treatment1:sex1 1.254337e-02 0.001852688 treatment2:sex1 4.848962e-03 0.012933502

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Now simplify model by testing if litter(treatment) x sex term should be retained


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```r
```r
ratpup.lmer1a <- lmer(weight~treatment+sex+treatment*sex+(1|litter)+(1|litter:sex), REML=FALSE, ratpupno12)
ratpup.lmer2 <- lmer(weight~treatment+sex+treatment*sex+(1|litter), REML=FALSE, ratpupno12)
anova(ratpup.lmer1a, ratpup.lmer2)

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Data: ratpupno12 Models: ratpup.lmer2: weight ~ treatment + sex + treatment * sex + (1 | litter) ratpup.lmer1a: weight ~ treatment + sex + treatment * sex + (1 | litter) + (1 | litter:sex) npar AIC BIC logLik deviance Chisq Df Pr(>Chisq) ratpup.lmer2 8 415.72 445.86 -199.86 399.72
ratpup.lmer1a 9 417.09 451.00 -199.54 399.09 0.6278 1 0.4282

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```r
```r
AICc(ratpup.lmer1a, ratpup.lmer2)

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### Use simpler model


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```r
```r
ratpup.lmer2a <- lmer(weight~treatment+sex+treatment*sex+(1|litter), REML=TRUE, ratpupno12)
summary(ratpup.lmer2a, ddf=\Kenward-Roger\)

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Linear mixed model fit by REML. t-tests use Kenward-Roger’s method [‘lmerModLmerTest’] Formula: weight ~ treatment + sex + treatment * sex + (1 | litter) Data: ratpupno12

REML criterion at convergence: 422.5

Scaled residuals: Min 1Q Median 3Q Max -7.3671 -0.4894 0.0064 0.5477 3.1089

Random effects: Groups Name Variance Std.Dev. litter (Intercept) 0.2641 0.5139
Residual 0.1634 0.4042
Number of obs: 320, groups: litter, 26

Fixed effects: Estimate Std. Error df t value Pr(>|t|)
(Intercept) 6.13428 0.10509 23.12458 58.373 < 2e-16 treatment1 0.28459 0.14266 23.01002 1.995 0.058 .
treatment2 -0.06812 0.15696 23.52001 -0.434 0.668
sex1 -0.17674 0.02555 295.61185 -6.917 2.86e-11 treatment1:sex1 -0.03098 0.03317 294.19956 -0.934 0.351
treatment2:sex1 0.02024 0.04091 296.97605 0.495 0.621
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

Correlation of Fixed Effects: (Intr) trtmn1 trtmn2 sex1 trt1:1 treatment1 -0.116
treatment2 0.154 -0.529
sex1 0.005 0.018 -0.010
trtmnt1:sx1 0.019 0.019 -0.007 -0.242
trtmnt2:sx1 -0.009 -0.006 -0.003 0.351 -0.600

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```r
```r
anova(ratpup.lmer2a, ddf=\Kenward-Roger\)

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<!-- rnb-output-begin 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 -->

Type III Analysis of Variance Table with Kenward-Roger’s method Sum Sq Mean Sq NumDF DenDF F value Pr(>F)
treatment 0.7382 0.3691 2 23.076 2.2590 0.1271
sex 7.8167 7.8167 1 295.612 47.8417 2.862e-11 *** treatment:sex 0.1437 0.0718 2 295.032 0.4397 0.6446
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

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<!-- rnb-text-begin -->


Get var comps


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<!-- rnb-output-begin eyJkYXRhIjoiXG48IS0tIHJuYi1zb3VyY2UtYmVnaW4gZXlKa1lYUmhJam9pWUdCZ2NseHVZR0JnY2x4dWNtRjBjSFZ3TG1OcElEd3RJR052Ym1acGJuUXViV1Z5VFc5a0tISmhkSEIxY0M1c2JXVnlNaXh2YkdST1lXMWxjejFHUVV4VFJTbGNibUJnWUZ4dVlHQmdJbjA9IC0tPlxuXG5gYGByXG5gYGByXG5yYXRwdXAuY2kgPC0gY29uZmludC5tZXJNb2QocmF0cHVwLmxtZXIyLG9sZE5hbWVzPUZBTFNFKVxuYGBgXG5gYGBcblxuPCEtLSBybmItc291cmNlLWVuZCAtLT5cbiJ9 -->


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```r
```r
ratpup.ci <- confint.merMod(ratpup.lmer2,oldNames=FALSE)

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Computing profile confidence intervals …

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<!-- rnb-source-begin eyJkYXRhIjoiYGBgclxuYGBgclxucmF0cHVwLnZjIDwtIChyYXRwdXAuY2kpXjJcbnByaW50KHJhdHB1cC52YylcbmBgYFxuYGBgIn0= -->

```r
```r
ratpup.vc <- (ratpup.ci)^2
print(ratpup.vc)

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                         2.5 %       97.5 %

sd_(Intercept)|litter 1.310156e-01 0.437332351 sigma 1.381952e-01 0.191155575 (Intercept) 3.521029e+01 40.138977305 treatment1 1.448129e-04 0.310379990 treatment2 1.351348e-01 0.053876450 sex1 5.113174e-02 0.015893474 treatment1:sex1 9.272754e-03 0.001119387 treatment2:sex1 3.483295e-03 0.010190477

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## Fit ratpup.lmer2 model including covariate with simple effect


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```r
```r
ratpup.lmer4 <- lmer(weight~treatment+sex+treatment*sex+lsize+(1|litter), REML=TRUE, ratpupno12)
summary(ratpup.lmer4, ddf=\Kenward-Roger\)

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Linear mixed model fit by REML. t-tests use Kenward-Roger’s method [‘lmerModLmerTest’] Formula: weight ~ treatment + sex + treatment * sex + lsize + (1 | litter) Data: ratpupno12

REML criterion at convergence: 406.3

Scaled residuals: Min 1Q Median 3Q Max -7.4805 -0.5008 0.0275 0.5704 3.0167

Random effects: Groups Name Variance Std.Dev. litter (Intercept) 0.1001 0.3164
Residual 0.1630 0.4037
Number of obs: 320, groups: litter, 26

Fixed effects: Estimate Std. Error df t value Pr(>|t|)
(Intercept) 7.67662 0.27842 27.04136 27.572 < 2e-16 treatment1 0.42523 0.09489 22.62806 4.482 0.000175 treatment2 -0.42228 0.11751 23.18499 -3.594 0.001520 ** sex1 -0.17434 0.02541 300.85249 -6.861 3.90e-11 lsize -0.12722 0.02206 25.89312 -5.766 4.58e-06 treatment1:sex1 -0.03163 0.03303 298.05341 -0.958 0.339005
treatment2:sex1 0.02164 0.04062 303.45006 0.533 0.594629
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

Correlation of Fixed Effects: (Intr) trtmn1 trtmn2 sex1 lsize trt1:1 treatment1 0.221
treatment2 -0.451 -0.577
sex1 -0.023 0.020 0.001
lsize -0.970 -0.257 0.502 0.026
trtmnt1:sx1 0.025 0.034 -0.020 -0.237 -0.018
trtmnt2:sx1 -0.025 -0.017 0.010 0.346 0.023 -0.599

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```r
```r
anova(ratpup.lmer4, type=\3\, ddf=\Kenward-Roger\)

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Type III Analysis of Variance Table with Kenward-Roger’s method Sum Sq Mean Sq NumDF DenDF F value Pr(>F)
treatment 3.5205 1.7603 2 22.200 10.7987 0.0005302 sex 7.6728 7.6728 1 300.852 47.0720 3.903e-11 lsize 5.4189 5.4189 1 25.893 33.2448 4.583e-06 *** treatment:sex 0.1499 0.0750 2 299.778 0.4599 0.6317951
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

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## Fit ratpup.lmer2 model including covariate (match West analysis)


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```r
```r
ratpup.lmer3 <- lmer(weight~treatment+sex+treatment*sex+lsize+treatment*lsize+(1|litter), REML=TRUE, ratpupno12)
summary(ratpup.lmer3, ddf=\Kenward-Roger\)

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Linear mixed model fit by REML. t-tests use Kenward-Roger’s method [‘lmerModLmerTest’] Formula: weight ~ treatment + sex + treatment * sex + lsize + treatment * lsize + (1 | litter) Data: ratpupno12

REML criterion at convergence: 411.8

Scaled residuals: Min 1Q Median 3Q Max -7.4770 -0.5069 0.0096 0.5761 3.0265

Random effects: Groups Name Variance Std.Dev. litter (Intercept) 0.08843 0.2974
Residual 0.16287 0.4036
Number of obs: 320, groups: litter, 26

Fixed effects: Estimate Std. Error df t value Pr(>|t|)
(Intercept) 7.429896 0.323326 22.059200 22.980 < 2e-16 treatment1 0.595882 0.389028 23.029597 1.532 0.139215
treatment2 0.405952 0.402879 24.376536 1.008 0.323532
sex1 -0.174655 0.025395 301.020191 -6.878 3.52e-11 lsize -0.115517 0.025105 22.152562 -4.601 0.000137 ** treatment1:sex1 -0.030903 0.033007 298.289775 -0.936 0.349909
treatment2:sex1 0.018630 0.040602 303.337744 0.459 0.646664
treatment1:lsize -0.005981 0.029544 22.655861 -0.202 0.841387
treatment2:lsize -0.072522 0.034670 24.334329 -2.092 0.047065
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

Correlation of Fixed Effects: (Intr) trtmn1 trtmn2 sex1 lsize trt1:1 trt2:1 trtm1: treatment1 -0.460
treatment2 -0.360 0.001
sex1 -0.026 0.029 -0.023
lsize -0.969 0.474 0.237 0.033
trtmnt1:sx1 0.027 -0.011 0.013 -0.237 -0.025
trtmnt2:sx1 -0.018 0.011 -0.041 0.346 0.023 -0.599
trtmnt1:lsz 0.484 -0.966 0.071 -0.027 -0.523 0.022 -0.020
trtmnt2:lsz 0.214 0.063 -0.956 0.027 -0.069 -0.021 0.047 -0.179

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```r
```r
anova(ratpup.lmer3, type=\3\, ddf=\Kenward-Roger\)

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Type III Analysis of Variance Table with Kenward-Roger’s method Sum Sq Mean Sq NumDF DenDF F value Pr(>F)
treatment 0.5476 0.2738 2 23.614 1.6807 0.2077737
sex 7.7038 7.7038 1 301.020 47.3013 3.525e-11 lsize 3.4484 3.4484 1 22.153 21.1732 0.0001367 treatment:sex 0.1454 0.0727 2 299.889 0.4464 0.6403272
treatment:lsize 0.7689 0.3845 2 22.907 2.3602 0.1169492
— Signif. codes: 0 ‘’ 0.001 ‘’ 0.01 ‘’ 0.05 ‘.’ 0.1 ‘ ’ 1

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Contrast control to other 2 groups


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```r
```r
ratpup3.emm <- emmeans(ratpup.lmer3, ~treatment)

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NOTE: Results may be misleading due to involvement in interactions

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```r
```r
ratpup3.con <- contrast(ratpup3.emm, \trt.vs.ctrl\, ref=\Control\)
summary(ratpup3.con, adjust=\none\)

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contrast estimate SE df t.ratio p.value High - Control -1.082 0.225 20.9 -4.801 0.0001 Low - Control -0.466 0.148 19.7 -3.138 0.0052

Results are averaged over the levels of: sex Degrees-of-freedom method: kenward-roger

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Get var comps


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```r
```r
ratpup.ci <- confint.merMod(ratpup.lmer3,oldNames=FALSE)

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Computing profile confidence intervals …

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```r
```r
ratpup.vc <- (ratpup.ci)^2
print(ratpup.vc)

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                         2.5 %       97.5 %

sd_(Intercept)|litter 0.035086693 1.308154e-01 sigma 0.137587610 1.900248e-01 (Intercept) 46.899112019 6.419454e+01 treatment1 0.010371330 1.690570e+00 treatment2 0.103954079 1.278899e+00 sex1 0.049471899 1.516133e-02 lsize 0.025826883 4.948339e-03 treatment1:sex1 0.009221154 1.067045e-03 treatment2:sex1 0.003524194 9.702075e-03 treatment1:lsize 0.003531796 2.208381e-03 treatment2:lsize 0.018197201 9.723359e-05 ```