Some researchers tested whether arthritis in dogs could be improved by supplementation with antioxidants and/or an...

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Some researchers tested whether arthritis in dogs could beimproved by supplementation with antioxidants and/or an aminosugarmixture (containing glucosamine and chondroitin). They gavecombinations of these supplements (each a factor with two levels:treatment and control) to equal numbers of test subjects in abalanced factorial design. They tested the effects of thesesupplements on levels of inflammation using a factorial ANOVA. TheANOVA table from their output is copied below.                                                                              

>model<-aov(inflammation~as.factor(antioxidant)*as.factor(aminosugar))

> anova(model)

Df

SS

MS

F

P

antioxidant

1

385

385

17.5

0.0007

aminosugar

1

0.7

0.7

0.032

0.8581

antioxidant:aminosugar

1

1.3

1.3

0.059

0.7863

Residual

16

352

22

a) How many hypotheses did they test with this model?  

b) How many test subjects (i.e. replicates) did the researchershave?

c) Did the order in which antioxidant and aminosugar effectsentered this model affect their significance? Why?   

d) Name a measure of model fit that can be used to compare therelative fit of different models, while taking into account thenumber of parameters in each?

e) The researchers simplified their model by removing theinteraction term and the main effect of aminosugar. Fill in thetable below with the values of their new model.   

>model2<-aov(inflammation~as.factor(antioxidant))

> ANOVA(model)

Df

SS

MS

F

antioxidant

Residual

f) Did the significance of antioxidant change by removing theother terms, and if so, did it become more or less significant?

g) By how much did the overall model R2 change(explain whether it increased, decreased or no change, as well asthe amount)?    (show your working)   

Answer & Explanation Solved by verified expert
4.4 Ratings (702 Votes)
a This is a case of Two way ANOVAHere our response variable is Inflammationour predictor variables are Antioxidant levels 2Aminosugar levels 2We also assume that there is interaction effect present betweenour independent predictor variablesHence Our 3 hypotheses for this problemH01 Both the antioxidant groups have equal effect in improvingarthritis by    See Answer
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