Question
A institute is working on a study to examine the relationship among two drugs, muscle weights, muscle types and muscle tension. Totally 299 mice are
A institute is working on a study to examine the relationship among two drugs, muscle weights, muscle types and muscle tension. Totally 299 mice are involved in this experiment. Table 1 gives the number of mice that have been injected drug A or drug B (variable 1), that have > 15g or < 15g muscle weight (variable 2), that have stronger skeletal muscle or stronger smooth muscle (variable 3), and that have high change or low change in muscle tension after drug injection (variable 4).
Table 1 : Cross-classification of a sample of 299 mice from a study to examine therelationshipamongtwodrugs,muscleweight,muscletypeandmuscletension
Drug | Muscleweight | Muscletype | Highchangein muscletension | Lowchangein muscletension |
A | 15g | Skeletal | 3 | 3 |
Smooth | 23 | 41 | ||
<15g | Skeletal | 22 | 45 | |
Smooth | 4 | 6 | ||
B | 15g | Skeletal | 21 | 10 |
Smooth | 11 | 21 | ||
<15g | Skeletal | 32 | 23 | |
Smooth | 12 | 22 |
Using R or any other method you prefer, calculate the likelihood ratio good-ness of fit statisticsG2for all log-linear models that are listed in the Table 2below andfindtheirdegreeoffreedomandp-values.[Note:forp-valueslessthan0.001youdonotneedtoprovideanumber,justwrite<0.001].
Table2:LikelihoodratiotestsstatisticsG2foranumberofmodels.
Model G2 d.f. p-value
[1][2][3][4] | ? | ? | ? |
'AllTwo-way' | ? | ? | ? |
[14][24][34][123] | ? | ? | ? |
[13][23][34][124] | ? | ? | ? |
[12][23][24][134] | ? | ? | ? |
[12][13][14][234] | ? | ? | ? |
[34][123][124] | ? | ? | ? |
[24][123][134] | ? | ? | ? |
[14][123][234] | ? | ? | ? |
[123][124][134] | ? | ? | ? |
[123][134][234] | ? | ? | ? |
'AllThree-way' | ? | ? | ? |
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