I was having a similar problem with printing (not scanning) and this is what I did. I used Adobe Acrobat X v10.1.4
Go to File -> Properties
Go to the Advanced tab
Check the "Paper Source by Page Size" box and hit "OK"
This might not work for scanning but it did work for my printing problem. Now I can save that setting on each document and the receiving party will always print on the right size.