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6. Conclusion and implications
                        6.1. Conclusion
                        This study provides empirical insights into the factors shaping intention to use
                  family doctor services in Northern Vietnam, a context where preventive primary care is
                  still developing. By integrating the Health Belief Model with the attitudinal component of
                  the Theory of Planned Behavior, the study highlights the central role of cognitive
                  evaluations and practical considerations in forming service use intention.
                        The findings confirm that attitude is the most proximal and influential predictor of
                  intention. Health belief constructs contribute to intention indirectly by shaping
                  individuals’ attitudes toward family doctor services. Among these constructs, perceived
                  benefits emerged as the strongest positive driver, while perceived barriers exerted a
                  significant negative effect. In contrast, perceived susceptibility did not demonstrate a
                  meaningful influence on intention, suggesting that perceived disease risk alone is
                  insufficient to motivate preventive service use in this context.
                        These results underscore the importance of evaluative judgments regarding service
                  value and feasibility over abstract risk perceptions. The study contributes to the health
                  behavior literature by demonstrating that a parsimonious integration of belief-based and
                  attitudinal frameworks can effectively explain preventive healthcare intention in a
                  developing healthcare system. It also reinforces the need to contextualize health behavior
                  models when applying them beyond disease-specific or treatment-oriented settings.
                        6.2. Implications
                        6.2.1. Theoretical implications
                        From a theoretical perspective, this study supports the complementary integration
                  of the Health Belief Model and the Theory of Planned Behavior. The findings validate the
                  role of attitude as a key mediating mechanism linking health beliefs to intention,
                  reinforcing TPB’s assumption that evaluative judgments are the most immediate
                  antecedents of behavioral intention.
                        Additionally, the non-significant role of perceived susceptibility contributes to
                  ongoing debates regarding the applicability of traditional HBM constructs in preventive
                  and non-disease-specific contexts. The results suggest that perceived benefits and
                  barriers carry greater explanatory power than perceived risk in shaping intention toward
                  family doctor services. This highlights the importance of selectively applying and adapting
                  health behavior models to better reflect contextual and service-specific characteristics.
                        6.2.2. Practical implications
                        For family doctor service providers: Providers should prioritize reducing perceived
                  barriers, as this factor most strongly influences attitude formation. Efforts should focus on
                  improving cost transparency,      simplifying administrative procedures,      enhancing
                  accessibility, and ensuring service quality. Communication strategies should emphasize
                  tangible benefits such as continuity of care and early detection, while risk-based
                  messaging alone is unlikely to be effective.
                        For policymakers: Policy interventions should target structural and economic
                  barriers rather than relying primarily on risk awareness campaigns. Given higher intention
                  among individuals with greater education and income, policies should enhance
                  affordability and accessibility to prevent inequities. Integrating family doctor services into
                  insurance schemes and standardizing service quality may help lower perceived barriers
                  across population groups.
                        For public health communication and community outreach: Since intention does not


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