Dr. W,
I think we might be talking past each other, or rather, you might be talking past philosophers of mind, and knowing you, you'll smile at that and say, "so what?" But indulge me.
The word "supervene" is from a really smart but super odd guy, David Lewis, who has some way out there ideas, but was great at clarifying problems. Saying that everything depends on physics, and everything reduces to physics are two different claims. Even within the extremity of substance dualism, to the extent anyone is a substance dualism and understands what substance dualism actually is, these few persons are most likely to be epiphenomenologists, meaning, the ghost in the machine has no powers of agency. The mind, for a lack of a better description, is the raw experiences of the machine.
Perhaps you scratch your head and think, if the ghost isn't explaining anything the machine is doing, then what's the point? My suspicion of that head-scratching is due to sentences you write like this one:
Dr. W wrote:We now understand enough about the electrical activity in the brain that we can train computers to detect brain wave patterns corresponding to the brain thinking about specific letters, numbers and even words. The properly trained computer can "read the human mind" (using electrocorticography) and write down its thoughts on a screen.
To me you're saying, look, neurology is on the verge of predicting everything...?
What philosophers of mind are most often (not entirely) debating is whether or not our raw experiences as a human being are reducible to atoms (or something; hold that thought). A pretty famous thought experience, which shows up in the movie
ex Machina (in a really dumb way) called "Mary's Room" says, Mary is a color scientist but can only see in black and white, yet, she learns everything about color there is to know (cue in a complete set of neurological explanations of the kind you've given above). A new procedure becomes available and cures her condition, and she can now see color. Does she know something about color she didn't know before?
Is the actual taste of something different from the exhaustive physics of taste? Is it possible for a mechanical simulation of Dr. W, to bite into a steak and anticipate Dr. W's reaction perfectly, but not actually experience the taste of the steak like Dr. W does?
There are a number of ways to respond, but a particularly compelling one is that in the future, we will understand new things about neurology such that it's much easier to bridge the intuitive gap of what experience is to us who have experiences, and the neurology that explains the experiences. It seems like a big leap now, but perhaps a smaller leap that it did a hundred years ago? And then what of 500 years in the future?
My rebuttal: Fine, but the implication is that strong A.I. is off the table. To be more specific, reducing consciousness to neurons is a "type identity" theory, meaning, consciousness = neuron firing (a usual example is "pain" = c-fibers firing). If consciousness can only be understood within the deep chemistry and physics of neurons, then obviously transistor-based computational devices can never be conscious.
Many people might agree. However, many of those same people who think 500 years in the future and neurology will explain experience intuitively might have just as well said 500 years in the future and we'll have "skin job" Silons. But if a Dr. W silon that enjoys the taste of steak is possible, then type identity theory is wrong. The atoms in motion can take two very different pathways to come up with the same Dr. W.
you mentioned neural nodes, and so perhaps a neural net is a sufficient artifice to explain the
functional role of neurons producing the experiences of Dr. W.
And so if you accept multiple realizibility in the intuition that computations life forms are possible, then you reject reductive physicalism, and become at minimum, a non-reductive physicalist.
Some people reject the possibility of Strong A.I., and think consciousness comes down to the physics of neurons. Fine, but, coming full circle to the point of this thread, atheist culture today, influenced as it is by new atheists and futuristic ideas, will probably go with Strong A.I., and thus, functionalism rather than physicalism..
(I don't have an opinion one way or another)