The analysis must be done on the exposure having the
highest odds ratio. This is the river rafting (O:27).
ChiSq is not valid due to the expected cell sizes. Fisher's
Exact Test yields: P1: 0.0034 and P2: 0.0001 so overall P= 0.0035
The null hypothesis (of no association) can be rejected. The
probability of seeing the data arranged as presented in the absence
of any association is 0.0035 or 0.35 percent or between 3 and 4 chances in a
thousand. Exposure to river rafting was therefore strongly associated
with the illness. Those who were exposed to the river rafting had 27 times
the risk of illness compared to those who were not so exposed.
NOTE: the question structured as an exam question only
asks for a test of the null hypothesis on the exposure with the strongest
odds ratio. For practice, you are encouraged to complete the
analysis for all the exposures. The answers are given below:
dates: P=0.6316 ns couscous: P=0.6393 ns
Local beer: P=0.6161 ns camels P=0.6316 ns
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I have posted (below) the exact keying sequence for
the river rafting calculation.
step 1: determine that Chi-sq is not valid as I
have at least one expected value of 5 or less (cell C: (10x10)/22 = 4.55
step 2:
Calculate the P1: 10! x 12! x 10! x
12! = 0.00340217
9! x 3! x 1! x 9! x 22!
(The exact keying sequence is 10 ! x 12 ! x 10 !
x 12 ! ∻
9 ! ∻ 3 !
∻ 1 !
∻ 9! ∻ 22 ! = 0.00340217
determine the dominant pair of cells: AD/BC = 81/3
= 27. this demonstrated the A and D cells are "dominant" and will be
increased by 1. You have to leave the marginal totals unchanged, so
that the non-dominant cells must be reduced by 1. The
calculation for the second probability now becomes
P2: 10! x 12! x 10! x 12!
= 0.000102065
10! x 2! x 0! x 10! x 22!
The overall
probability is P1 + P2:
0.0035
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Note that I
have not shown any canceling but this will simplify the calculation as
follows
P2: 10! x 12! x 10! x 12!
= 10!
x 12! x 10!
x 12!
= 0.000102065
10! x 2! x 0! x 10! x 22!
10! x 2! x 0! x
10! x 22!