Same problem is plaguing psychiatry, psychology, etc. A model may predictably describe a phenomenon, but that doesn’t mean that it has anything to do with the cause or mechanism of that phenomenon.
Here is the key problem in the recent paper arguing that neurons are simple. It is the same logical problem plaguing much of neuroscience.