Definition of variance in BALD acquisition function correct?

[marilia9]

Hi,
when calculating the variance:

preference-exploration/acquisition_functions.py

Line 104 in 44d903d

var = (

where does the "2 +" (next line) come from?
In the other acquisition function Analytical EUBO there is no "2 +".

Thanks
Marilia