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in major cities, while many northern midland and mountainous areas continue to face
                  difficulties in service provision and public acceptance (Ministry of Health, 2016). In
                  addition to structural constraints, individual perceptions and healthcare-seeking
                  behavior play an important role. Limited preventive health habits, uncertainty about
                  service quality, and weaknesses in professional training and insurance coverage have
                  reduced the trust of Vietnamese citizens and reinforced the tendency to bypass primary
                  care (Nguyen et al., 2020). Although the government has reaffirmed its commitment to
                  expanding the family doctor model by 2030 (Ministry of Health, 2019), a clear gap
                  remains between policy intentions and actual service use.
                        Theoretically, healthcare utilization is influenced not only by service availability but
                  also by individual-level psychological factors. Behavioral intention is widely recognized as
                  a key predictor of healthcare use and is shaped by individuals’ attitudes and underlying
                  beliefs (Ajzen, 1991). Yet, empirical research on healthcare-seeking behavior in Vietnam
                  remains limited and has largely focused on system-level issues rather than on these
                  psychological mechanisms. Moreover, while the Health Belief Model and the Theory of
                  Planned Behavior have been widely applied to explain preventive health behaviors, their
                  combined use to examine family doctor service utilization remains underexplored,
                  particularly in developing healthcare systems. In the post-COVID-19 period, the growing
                  demand for proactive, continuous, and personalized healthcare further highlights the
                  importance of understanding intention-based mechanisms underlying preventive
                  healthcare decisions (Zahid & Sharma, 2023). This study addresses this gap by examining
                  the determinants of intention to use family doctor services among residents in Northern
                  Vietnam, contributing to health behavior research and providing practical insights for
                  strengthening primary healthcare.
                        2. Theoretical Background and Hypothesis Development
                        2.1. Theoretical background
                        The Health Belief Model (HBM) is a foundational framework for explaining
                  preventive health behaviors, originally developed to understand why individuals fail to
                  participate in health prevention programs (Rosenstock, 1966). The model posits that
                  health-related behavior is shaped by individuals’ perceptions of health threats and their
                  evaluations of recommended actions. Specifically, perceived susceptibility and perceived
                  severity jointly form perceived threat, while perceived benefits and perceived barriers
                  reflect individuals’ assessments of the effectiveness of a behavior and the obstacles that
                  may discourage action (Rosenstock, 1966; Janz and Becker, 1984). Individuals are more
                  likely to adopt preventive behaviors when perceived threat is salient and perceived
                  benefits outweigh perceived barriers.
                        HBM has been widely applied across various healthcare contexts, including
                  vaccination, screening, and primary care utilization (Champion and Skinner, 2008;
                  Carpenter, 2010). In recent years, scholars have increasingly integrated HBM with
                  intention-based frameworks such as the Theory of Planned Behavior (TPB) to better
                  explain how health beliefs translate into evaluative judgments and behavioral intentions
                  (Ajzen, 1991; Ong et al., 2023). Within TPB, attitude toward behavior represents an
                  individual’s overall evaluation of performing a behavior and is consistently identified as a
                  key determinant of behavioral intention.
                        In the context of family doctor services, the integration of HBM and TPB is
                  particularly appropriate. The use of family doctor services is primarily preventive rather
                  than treatment-oriented, requiring individuals to make proactive decisions based on


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