In: Statistics and Probability
Blood tests were performed on three groups of patients that had cornoavirus and suffered mild, severe or critical symptoms.
The immune system makes antibodies to protect the body from viruses and the levels of the IgG antibody was measured in each patient. IgG is the most common antibody in blood and the researchers wanted to examine if there were different levels within the three groups of patients and particularly in the critical group that eventually succumbed to the disease and died.
IgG can take time to form after an infection and values were recorded in the three groups on the 14th day after getting symptoms
The results are recorded in the following table.
IgG (AU/ml) |
Mild |
Severe |
Critical |
---|---|---|---|
180 241 195 199 207 201 222 189 201 |
150 175 180 201 168 175 192 195 |
175 148 153 135 166 |
|
Means |
203.8889 |
179.5 |
155.4 |
St-Dev |
18.1207 |
16.4838 |
15.5981 |
Ho: Average levels of IgG antibody are the same in the groups.
H1: Average levels of IgG antibody are different in the groups.
(a) Complete the ANOVA table. Use α=0.05 significance level.
(Round the SS and Variance values to 2 decimal places and F-test-statistic to 1 decimal place. Leave no cells blank)
Source of Variation |
Sums of Squares (SS) (2dp) |
DF |
Variance (2dp) |
F (1 dp) |
---|---|---|---|---|
Between Groups | 7811.9111 | Answer | Answer | Answer |
Within Groups | Answer | Answer | Answer | |
Total | Answer | 21 |
(b) |
Look up the critical value from
tables to answer the question below. |
---|---|
There are Answer significant differences/not significant differences in the levels of IgG antibody across the groups. |
(1 Mark)
(a)
The ANOVA Table is completed as follows:
Source of Variation | Sum of Squares | DF | Variance | F |
Between groups | 7811.9111 | 2 | 7811.9111/2=3905.96 | 3905.96/289.58=13.5 |
Within groups | 5502.0889 | 19 | 5502.0889/19=289.58 | |
Total | 13314 |
The entries in the Table are got as follows:
From the given data the following Table is calculated:
Mild | Severe | Critical | |
n | 9 | 8 | 5 |
Sum | 1835 | 1436 | 777 |
Mean | 203.889 | 179.5 | 155.4 |
376763 | 259664 | 121719 | |
Std. Dev. | 18.121 | 16.484 | 15.598 |
SS | 2626.889 | 1902 | 973.2 |
(b)
Calculated value of F = 3905.9556/289.5836=13.5
Degrees of Freedom fornumerator = 2
Degrees of Freedom for denominator = 19
= 0.05
From Table, critical value of F =3.52
Since Calculated value of F =13.5 is greater than critical value of F = 3.52, the difference is significant. Reject null hypothesis.
Conclusion:
There are significant difference in the levels of IgG antibody across the groups. |