I decided to add a decent covering of wood hardener to the model. This stuff applies like thin super glue, and soaks the paper/card, when it dries it… hardens. Feels very plasticy and resilient now.
The hardener also soaks into the plaster casts I have on the model, so they are now very hard and do not give off any dust at all. Bonus!