Andrew Huberman of Huberman Lab podcast discusses this in the first 4-5 episodes of the podcast. The takeaway is: it's late-night bright light, rather than blue light, that has effects on the circadian rhythm. It's an appeal to authority but I think I'll go with the professor of neurobiology and opthalmology on this one.
He also did an interview with a person from the NIMH who personally only uses candle light past dark. It makes sense when you think about it. Also apparently overhead lights are worse- the angle makes a difference.
Blue light(instead of just lumens) has much less evidence.