I think a lot of the time, museums really want to be "immersive" and give kids (and adults) something interactive. The problem is that "interactive" defaults to a touchscreen because it's easy to implement and maintain and looks flashy, even if it doesn't actually teach anything or spark curiosity the way a hands-on exhibit does. Honestly though, I think these kids do want to interact with the real world but lack the chance to. Screens are seductive and safe, but nothing beats the thrill of making something move with your own hands and actually seeing the physics happen.

As an example, one exhibition I found pure joy in that doesn’t involve screens is the Museum of Illusions. It's hands-on, mind-bending, and utterly delightful.