> others have made the argument that pollution from fertilizers, manure and other organic wastes, such as sewage, have placed the Earth’s oceans on the “edge of anoxia,” or a complete lack of oxygen. This is nonsense, obviously. Would apply only for shallow bottom or fresh waters
The abstract of the paper linked in the article seems to support your statement, though.
"For the past several hundred million years, oxygen concentrations in Earth's atmosphere have been comparatively high[..]. Yet, the oceans seem never to have been far from anoxia (oxygen depletion)[..] OAEs seem to be promoted by warm climates[...] ocean oxygen concentrations are declining in the modern ocean [...] A full-scale OAE would take thousands of years to develop[...]" (OAE = oceanic anoxic event) https://www.science.org/doi/10.1126/science.aaj2321
So my layman summary of that particular study, would be, that the oceans have always been one the “edge of anoxia”, and although human activity could push it closer to that, there is no reason to believe that it could happen in our lifetime or that of our grand-grand children.