[R] strange fisher.test result
(Ted Harding)
ted.harding at nessie.mcc.ac.uk
Sat Mar 31 16:05:12 CEST 2007
On 31-Mar-07 13:36:04, Williams Scott wrote:
> A simple question - using the following fishers test it appears that
> the P value is significant, but the CI includes 1. Is this result
> correct?
>
>> data.50p10min <- matrix(c(16,15, 8, 24),nrow=2)
>
>> fisher.test(data.50p10min)
>
> Fisher's Exact Test for Count Data
> data: data.50p10min
>
> p-value = 0.03941
>
> alternative hypothesis: true odds ratio is not equal to 1
>
> 95 percent confidence interval:
> 0.9810441 10.7771597
>
> sample estimates:
> odds ratio
> 3.138456
>
> Thanks for comments
> Scott
Remember that the distribution on which the Fisher Exact Test is
based is a discrete distribution, so what you might expect based
on experience with continuous distributions will not always be
the case.
In the above case, I can see a possible explanation. The p-value
is the probability of the set of data (more extreme to either side)
such that the probability of (say) the element in row 1, col 1 of
the 2x2 table exceeding an upper critical value is less than or
equal to 0.25, and the same probabiltiy 0.025 for being less than
a lower critical value.
On the other hand, the lower confidence bound for the OR is
the smallest value of OR that would not be rejected by a 1-sided
test at P-value 0.025, and the upper confidence bound for the OR
is the largest value of OR that would not be rejected by a
corresponding 1-sided test at P-value 0.025, on the given data.
There is no reason, with a discrete distribution, for the confidence
interval results for OR to agree exactly with the significance test
of "OR=1".
More than that I cannot say without further information.
If you would post the 2x2 table of your data, it would be possible
to be more specific.
Best wishes,
Ted.
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Date: 31-Mar-07 Time: 15:05:09
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