Microscopic Derivation of the Quantum Causal Entropy Operator from System–Reservoir Dynamics

We investigate the mathematical structure of entropy-weighted quantum evolution within the framework of open quantum systems. Starting from a system–reservoir interaction model with weak entropy-coupled dynamics, we derive the reduced evolution of the system density matrix under the Born–Markov approximation. The resulting generatoris shown to be of Gorini–Kossakowski–Sudarshan–Lindblad (GKSL) form, ensuring complete positivity and trace preservation. We further demonstrate that the associated dynamical semigroup admits both Stinespring dilation and Kraus operator representations, establishing that entropy-weighted reduced dynamics can be embedded into a fully unitary system environment framework. The entropy operator appearing in the effective description is identified with the positive-semidefinite dissipative structure induced by reservoir corre lation functions.The construction does not modify standard quantum mechanics but provides a parameterization of dissipative generators in terms of entropy-weighted couplings. This establishes a mathematically consis tent bridge between entropy-based dynamical formulations and conventional open quantum system theory.