Fig. 3. Conceptual framework linking fluorescence-response mechanisms and quantum confinement effects in MQD-based sensing systems. (A) Mechanism differentiation in fluorescence modulation. (B) Dimensional collapse from bulk to MQDs. (C) Discrete energy states controlling electron exchange. (D) Surface-dominated redox chemistry. (E) Quantum confinement as a tunable design principle for redox control.