Welcome.
Your Orpheum was shipped with these: Guild® M-450 Standard Tension Phosphor Bronze, (.013-.056 Gauges - SIZES: .013 .017 .026 .035 .045 .056).
I think those are considered medium gauge, so you should be fine.
Enjoy your Orpheum - much love for those around these parts.