Not quite, in the book it's clear that by "Deep Work" Newport is specifically referring to difficult tasks which create significant value. The book includes several heuristics for identifying this sort of work. It's true that the arrival of electronics has made "Shallow Work" easier to fall into, but by no means would going to work somewhere without a computer or a phone mean you are doing "Deep Work."