Despite having an 8-0 lead at half time, Matterson's team were outdone by the Bravehearts after the break and eventually lost 22-8.
"Scotland played very well, but our players fought to the death. I'm pleased with these guys," Matterson told reporters.
"I'm no less proud of them tonight despite the result."
Even with the defeat, the USA are safely into the knockout stages.