In: Statistics and Probability
4. The following table presents the data on comparison of three methods of determining serum amylase values in patients with pancreatitis. Test whether these data indicate a difference among the three methods.
Serum amylase values (enzyme units per 100 ml of serum) in patients with pancreatitis |
|||
Specimen |
Method of determination |
||
A |
B |
C |
|
1 |
4000 |
3210 |
6120 |
2 |
1600 |
1040 |
2410 |
3 |
1600 |
647 |
2210 |
4 |
1200 |
570 |
2060 |
5 |
840 |
445 |
1400 |
6 |
352 |
156 |
249 |
7 |
224 |
155 |
224 |
8 |
200 |
99 |
208 |
9 |
184 |
70 |
227 |
We have to use ANOVA to comparison of three methods of determining serum amylase values in patients with pancreatitis
Here the hypotehsis are given by
H0 : There is no significant difference between means of three methods of determining serum amylase values.
H1 : There is significant difference between means of three methods of determining serum amylase values
The ANOVA table :
Data
Specimen | A | B | C |
1 | 4000 | 3210 | 6120 |
2 | 1600 | 1040 | 2410 |
3 | 1600 | 647 | 2210 |
4 | 1200 | 570 | 2060 |
5 | 840 | 445 | 1400 |
6 | 352 | 156 | 249 |
7 | 224 | 155 | 224 |
8 | 200 | 99 | 208 |
9 | 184 | 70 | 227 |
Using excell we have following output
ANOVA TABLE
ANOVA | ||||||
Source of Variation | SS | df | MS | F | P-value | F crit |
Between Groups | 4242888 | 2 | 2121444 | 1.039075 | 0.369159 | 3.402826 |
Within Groups | 48999966 | 24 | 2041665 | |||
Total | 53242854 | 26 |
There are three treatments : d.f. for between treatments = k -1 = 3-1 = 2
D.f. for total = N-1 = 27- 1 = 26
d.f. or within treatments = n-k = 26-2 = 24
We have SSwithin =48999966
So MSwithin =SSwithin /d.f. or within treatments =2041665
MSbetween =SS between /d.f. between =2121444
SSTotal = SSBetween + SSwithin = 53242854
We have F = MSbetween / MSwithin =1.0390
Here calcualted value of F=1.0390 < 3.4028=critical value of F
Hence we do not reject null hypothesis.
Cocnlusion :
There is no significant difference between means of three methods of determining serum amylase values.
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