No. No it doesn't.
1. I don't have that much faith in scientists. Someone trying to p-hack their way to a publishable result that's sensational enough to advance their career is not going to produce good advice for me.
2. Even if they were perfect scientists, they're not using my eyeballs. They're grading experiences on a bell curve and taking the median. We all experience things differently. This is the "fighter jet seat problem" - if you use the average then it fits no-one.
3. Even if I had average eyeballs (and I probably do), I doubt my situation is anything like the test subjects in the experiments. My home office isn't set up that well (I'm working on it).
4. My research, conducted using my eyeballs in my home office on my equipment, shows I prefer dark mode. I have tried both, and dark mode was the more comfortable experience. My experiment beats "multiple studies" for my situation. Yours may be different.