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Chronic diseases such as hypertension, diabetes, and dyslipidemia are major contributors to mortality and healthcare burden worldwide. Despite high awareness of health risks, many patients fail to adopt proactive health behaviors due to behavioral inertia and a gap between knowledge and action. This study aims to investigate the evolution and driving mechanisms of proactive health behavior in patients with chronic diseases based on goal commitment theory. By integrating prospect theory and evolutionary game theory, this study will explore how behavioral strategies evolve under different levels of goal commitment. In addition, a behavioral intervention based on the Stimulus-Organism-Response (SOR) model will be developed to enhance patient activation and promote adherence to proactive health behaviors. A parallel controlled intervention study will be conducted to evaluate the effectiven
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