Quantum Theory and Fuzzy Systems traverses uncertainty in complex Group Decision-Making and Social Networks. This research introduces advanced models, integrating quantum graphs, Pythagorean linguistic information, and linguistic Z-Numbers. Crucially, it uses Quantum Decision Theory within Multi-Criteria Group Decision-Making approaches like TOPSIS and TODIM to explicitly model expert psychological behavior and opinion interference effects across diverse applications, including green supplier selection and brain network analysis.