Load packages and data
library(vcd)
data(MSPatients, package="vcd")
Calculate Kappa for each set of patients
For the 3-way table, use indexing to select each patient group
Kappa(MSPatients[,,1])
## value ASE z Pr(>|z|)
## Unweighted 0.208 0.0505 4.12 3.77e-05
## Weighted 0.380 0.0517 7.35 1.99e-13
Kappa(MSPatients[,,2])
## value ASE z Pr(>|z|)
## Unweighted 0.297 0.0785 3.78 1.59e-04
## Weighted 0.477 0.0730 6.54 6.35e-11
Confidence intervals for Kappa
confint(Kappa(MSPatients[,,1]))
##
## Kappa lwr upr
## Unweighted 0.109 0.307
## Weighted 0.278 0.481
confint(Kappa(MSPatients[,,2]))
##
## Kappa lwr upr
## Unweighted 0.143 0.45
## Weighted 0.334 0.62
Agreement plots
agreementplot(t(MSPatients[,,1]), main = "Winnipeg Patients")
![](data:image/png;base64,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)
agreementplot(t(MSPatients[,,2]), main = "New Orleans Patients")
![](data:image/png;base64,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)
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