What does the Kappa statistic measure?

kappa

#1

Hello,

In the above image:
Though the accuracy is quite high the balanced accuracy and Kappa value are low.
What does Kappa capture??Also how is this balanced accuracy calculated.Is it something like the Adj-R^2 in linear regression