BSF (Back Scatter Factor)

At low energies (< about 0.5 mm Cu) BSF increases with an increase in energy.

Yes, this occurs due to increased penetration of backscattered radiation.

At orthovoltage beam qualities (> about 0.5 mm Cu HVL)
BSF actually decreases and forward scatter increases.