From personal experience, highly recommend this methodology. Note taking was always short-term helpful for me, but I found a step change in retention, etc.. by reliably reviewing new knowledge via spaced repetition. Another good article about notes as flashcards: https://andymatuschak.org/prompts/ (written by a collaborator of your linked article).

Also, agree re. Roam!