@addy1 is an anomaly... haha, sorry Addy! - although her bog does function beautifully, you have to remember it is huge. It runs the length of her pond and is deeper than 12 inches. And she doesn't just have "a pond" - she has a series of connected ponds that all function as a whole.
Can you use only pea gravel? Sure. But so much has advanced in the world of garden ponds. The idea that your bog can benefit from void space is relatively new for example.
I'm familiar with the site you referenced - they have not updated that information in many many years. I first read it 14 years ago and it's the same now as it was then. Is the method still good? Sure. Is it the best? Maybe not. One thing we have all learned who hang around here for a long time - there are many many ways to skin the cat. Lots of things can work, but you have to consider all the variables. Here are two:
Where's your pump located?
Do you pre filter your water?