I'm going to sum up where I'm at, personally, as a result of participating in this thread, and reading around it since it started.
1. Qualia exist.
2. Qualia are basically, sensations. This is shorthand for 'conscious sensations'.
3. All of what we call consciousness, including self, belief, thoughts, reasoning, emotions, etc, consist, essentially, of sensations.
4. Sensations (aka qualia) and all the above, probably arise out of brain processes, specifically, they probably arise out of non-conscious brain processes.
5. Consciousness is thus, 'one of the things brains can do'.
6. In other words, we are talking about mechanisms. Those are the appropriate models, and reduction is key.
7. Consciousness has evolved. It is therefore amenable to evolutionary models.
8. We do not know how it happens, how consciousness arises (yet).
9. There is probably causation from what we call the mental to the physical. This carries within it the implication that qualia are causal in some way.
10. Science (applied philosophy) is probably going to add more to our knowledge going forward than theoretical philosophy, though the latter will still play a role.
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On the back of that list, for which each item could be prefaced by 'in my opinion', I'm going to suggest an amateur hypothesis which some of the things said here have prompted me to be curious about. I haven't looked into it yet, though I hope to, and I don't mind being shot down in the meantime. The hypothesis is that qualia (in their complex combinations up to and including self-consciousness) reinforce memory.
I will offer a small illustration. Pain (qualia) involves consciousness. So, for example, because you feel pain when you touch the hot saucepan, a stronger memory (or memory pathway) is laid down than if you didn't feel any pain. Similarly, because it hurt when the dog bit you, you will remember it and not put your finger in its mouth next time. In this sense, pain is effectively an alarm bell, and a lesson, and in that sense, a potential aid to survival. As such, once it first gradually emerged, we might expect it to be selected for.
I am guessing that a similar argument could be made for other 'basic qualia' such as sight, colour and taste, and I am going to put my neck on the block and say that a case could be built up from there to cover more complex arrangements of sensations, including thoughts, beliefs and self.
The key therefore, I'm suggesting, is memory.
I'm hoping that this is a testable hypothesis and am now going to try to google something relevant. I'm well aware that my hypothesis might get shot down by the first neuroscientific paper I come across.
On second thoughts, I'm going to start a fresh thread.