Answer:

So then the best answer is:
D. 3.114
Explanation:
For this case we have a linear model given by:
 
 
Where 

And we ar einterested on find the value for 
 assuming that we have the following coordinates (x= 5.923 , y = 12.478) we cna solve for the desired value like this:
 assuming that we have the following coordinates (x= 5.923 , y = 12.478) we cna solve for the desired value like this:
 that result comes from the maximum estimation likehood of the parameters.
 that result comes from the maximum estimation likehood of the parameters. 
And if we replace the values we got:

So then the best answer is:
D. 3.114