A theoretical/methodology paper integrating Active Inference, Fischer's Dynamic Skill Theory, polyvagal theory, and habit theory into a single computational framework for adaptive clinical decision support. Includes 6 tables, 4 figure descriptions, 55 references, 5 testable empirical predictions, and a 4-phase validation roadmap. Target journal: Mind, Brain, and Education.