
How Neuroscience Disguises Correlations as Explanations
The diagram that was never drawn
Neuroscience routinely disguises correlations as explanations by using filler verbs like 'regulates' and 'underlies' that imply mechanism where none has been demonstrated — a habit that reveals deep confusion about what genuine neural explanation actually requires.
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A persistent critique of neuroscientific discourse targets what might be called filler verbs — terms like "involves," "regulates," "underlies," and "produces" — that occupy the space between correlation and mechanism without earning their place there. When an experiment reveals covariation between neural activity and behavior, the epistemically honest report is a correlation. But correlations feel explanatorily thin, so researchers deploy these surplus-meaning verbs to simulate mechanistic depth. This is not a pedantic stylistic objection; it indexes a genuine confusion about the explanatory standards appropriate to neuroscience.
The benchmark for authentic mechanistic explanation is the stretch reflex: a complete circuit diagram — sensory afferents, spinal synapse, alpha motor neurons, muscle contraction — that produces genuine comprehension in the viewer. The diagram itself constitutes the explanation. The critical question is whether complex behaviors and cognitive phenomena admit of analogous circuit-level accounts that yield the same sense of transparent understanding. The argument is that most do not, and the resulting explanatory gap is systematically concealed by filler verbs that gesture toward mechanism without instantiating it.
A closely related error is the identity fallacy: collapsing a psychological state into its neural correlate. The claim that "pain is C-fiber firing" appears to gain precision but sacrifices the surplus meaning of the psychological concept — its phenomenological character, behavioral flexibility, and motivational valence. The psychological term invariably carries the explanatory load. The converse move — substituting "my dopamine is low" for "I'm unhappy" — performs the same conflation in reverse, borrowing neuroscientific credibility to redescribe a psychological observation without advancing the explanation one step.
