I tried it. It works okay. On several pieces, using slightly variations to the recipe. I've done about 10 tests with 4 differing recipes of citric acid. The video gives formulas for baking soda, washing soda, and caustic soda. But the ratios seem wrong for washing soda.
In essence, the sodas (except for the washing soda at 1/4) are neutralizing about half the acidity of the citric acid. I tested a formula of pure citric acid, at half (50g/1L) the recipe, and it appears to work the same as the a formula with half neutralized acid.
All of the test products are rusty bolts, washers and fasteners, and some older tools my son left out in the rain last year.
On small particle surface rust, it works quite well. On deeper pitting rust, it takes a week or longer to produce results.
Results being, little scrubbing, just soaking in the garage at 60* day, 40* night temps, rust is dissolved and taken from the bare metal, with little obvious discoloration to the bare metal.
I made a completely (theoretical on paper) neutral solution of citric acid to soda, and after 2 weeks, it did little to the rusty areas. I'm leaning towards the thought its the unneutralized acid that is indeed acting on the rust.
I WILL say citric acid seems to be the better acid compared to phosphoric. After treatment with any of the citric acid solutions, the metal IS BLACK in rusted areas, but the black residue washes off with little or no scrubbing with a nylon brush, showing nice patina'd metal underneath. With phosphoric acid products, I have to use a wire brush to get the black oxide off.
If the underlying metal, or parts of the objects are still shiny, the citric acid does indeed seem to preserve the shiny-ness. But unless the metal is already shiny, it won't restore shiny-ness. Phosphoric acids turn the shiny areas dark into a patina aged look. Both acids remove residual zinc plating.
Some fasteners, when I leave them in phosphoric acid products for extended periods, feel rough to the touch, afterwards. As if the bare metal is being etched. But so far, using these weaker citric acid formulas, I'm not finding the etching going on, which I'm pleased about.