Requesting Bios

It certainly doesn't make it easy!
There are various noise factors that interfere with a reading.
Swivel chairs has become a kind of meme on Discord since it tends to encourage a false eye-centricity and fluidity in videos.
Unordinary energy levels is definitely another one. Not too amped on coffee or over-modulating, and not overly drained, depressed or unhealthy.

I do think the CTVC tool is, like any tool, limited to other variables being appropriately accounted for. Just like it's hard for a ruler to get a measurement of someone's height if they're slouching. If the purpose is to get a clean, unobstructed reading of someone, it's best to optimize the conditions for diagnoses. In any other scientific or medical field, this is normal procedure too.

But so far we've been using CTVC "in the wild" per se, trying it on celeb videos that range vastly in their content and context. But I think accuracy can increase a lot more once the practice is standardized. I'd love any input people may have on what we can do to optimize this, too! And I can include them in the vid submission requirements.