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Preface to First Edition - lib

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74 CONDITIONAL INFERENCE4.3.3 Gastrointestinal DamageHere we are interested in the comparison of two groups of patients, where onegroup received a placebo and the other one Misopros<strong>to</strong>l. In the trials shownhere, the response variable is measured on an ordered scale – see Table 4.2.Data from four clinical studies are available and thus the observations arenaturally grouped <strong>to</strong>gether. From the data.frame Lanza we can construct athree-way table as follows:R> data("Lanza", package = "HSAUR2")R> xtabs(~ treatment + classification + study, data = Lanza), , study = Iclassificationtreatment 1 2 3 4 5Misopros<strong>to</strong>l 21 2 4 2 0Placebo 2 2 4 9 13, , study = IIclassificationtreatment 1 2 3 4 5Misopros<strong>to</strong>l 20 4 6 0 0Placebo 8 4 9 4 5, , study = IIIclassificationtreatment 1 2 3 4 5Misopros<strong>to</strong>l 20 4 3 1 2Placebo 0 2 5 5 17, , study = IVclassificationtreatment 1 2 3 4 5Misopros<strong>to</strong>l 1 4 5 0 0Placebo 0 0 0 4 6We will first analyse each study separately and then show how one caninvestigate the effect of Misopros<strong>to</strong>l for all four studies simultaneously. Becausethe response is ordered, we take this information in<strong>to</strong> account by assigning ascore <strong>to</strong> each level of the response. Since the classifications are defined by thenumber of haemorrhages or erosions, the midpoint of the interval for each levelis a reasonable choice, i.e., 0, 1, 6, 17 and 30 – compare those scores <strong>to</strong> thedefinitions given in Table 4.2. The corresponding linear-by-linear associationtests extending the general Cochran-Mantel-Haenszel statistics (see Agresti,2002, for further details) are implemented in package coin.© 2010 by Taylor and Francis Group, LLC

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