Abstract We introduce BMIM II (Biophysical Multiscale Integration Model), a dynamical framework proposing that cognitive transduction emerges from the dynamics of coupled Stuart-Landau oscillators subject to multiplicative neural gains and thermodynamic noise. The model unifies endogenous, exogenous, and executive gain channels into a single multiplicative manifold whose product determines the...