Patient engagement is an international issue from the point of view of the World Health Organization and other institutions in nursing care and is necessary and important. Patient engagement in nursing care has good benefits, including effective healthcare services, decision-making in treatment, improvement of patient safety, improvement of quality of care, fewer medication errors, and more adherence to medication and diet (
22). In PHE, an effective health relationship between nurse and patient is formed according to the cultural context and the conditions of society, where nurses are encouraged to educate patients so that they can actively participate in self-care (
22). The present study can be considered one of the first studies with the PHE model in people with a history of heart disease. Doctors, nurses, and healthcare providers should promote patient participation at a higher level of self-efficacy and activation using health engagement models. In the present study we examined the effect of the PHE model on patient self-efficacy and activation. For more certainty, we re-evaluated the Persian version of the PHE-scale despite the previous validation (
23). Data analysis showed that the findings were similar to other studies in terms of internal consistency and reliability (
24). The mean activation score in this study was 69.09, which is similar to Skolaski et al.'s and Wang et al.'s studies but contradictory to Hendrick and Rademakers (
14,
25,
26). Maybe the reason is the average age of the respondents and their ability. We found that some of the patients were at the fourth PAM level and most of them at the third PAM level. These results once again confirm the validity of PAM to measure the knowledge required for self-management of the disease. Therefore, the level of patient activation measured may reflect people's knowledge about health and healthcare for health management (
14). Self-management of these patients can be substantially improved by enhancing their activation levels (
26). Mirmazhari et al. found that most dialysis patients were at activation level 1 and only 28.9% were at activation level four (
27). The results show that patients with low activation have almost twice the risk of reusing hospital services one month after discharge compared to patients with higher activation, and these patients are more likely to return to the hospital (
28). Also, the patient activation score of female patients was lower than that of male patients, which aligns with the Dutch study of Rademakers et al. (
29). Our findings showed no evidence for an association between age and patient activation. This result is similar to that of Wilkins et al. and inconsistent with the findings of Zimbudzi et al. (
29-
31). This may be due to the presence of different age groups in this study. Young people seem to be more active in their treatment and care process (
31). However, the chronic conditions of older people can reduce their active engagement in the disease management process (
32). In the present study, we found that patient activation was related to education level and weight. It seems that individual characteristics, including patient activation, can play a role in physical, mental, and behavioral functions (self-confidence and communicating with doctors and nurses) in primary care for people with chronic diseases (
33). However, in the study by Chang et al., no significant difference was found between patient activation and weight (
34). Experience shows that people with greater education levels and better health knowledge are more actively involved in their treatment and care process (
14,
28,
35). Our findings showed a significant relationship between depression and patient activation. A cohort study in the United Kingdom among all patients found that depression had the strongest relationship with patient activation, consistent with the findings of the present study (
35). In general, poor concentration, insomnia, anorexia, and lack of motivation can adversely affect patients' confidence and decisions and reduce their participation in disease management (
36). In the present study, systolic and diastolic blood pressure scores were not related to patient activation, self-efficacy, and the PHE model. A bivariate analysis in another study found no statistically significant association between patient activation and systolic or diastolic blood pressure (
3). Overall, while some studies support a positive relationship between patient activation and blood pressure control, the evidence is not entirely consistent (
31). However, further research may be needed to fully understand the impact of patient activation on blood pressure and related health outcomes. The total self-efficacy score of half of the participants was moderate, similar to the study of Nuraeni et al. (
37). In the present study, the self-efficacy scores of men were generally higher than those of women. Other research supports our findings (
38,
39). We found a relationship between self-efficacy, sex, and job. Our findings are consistent with the research of Khairy et al. (
40). Self-efficacy was correlated with patient activation. However, it predicted a small percentage of activation. Mirmazhari et al. confirmed our findings (
27). Patient activation can improve the ability to manage chronic conditions through self-efficacy. Reduced perceived stress, fewer symptoms of anxiety and depression, and less severe symptoms are the result of high levels of self-efficacy (
14,
41). Playing an active role in healthcare activities is an important aspect of self-efficacy that can be learned and practiced (
39). According to Bandura, people with poor self-efficacy cannot do any task perfectly even if they finish it (
13). In fact, self-efficacy facilitates healthy behavior by activating patients (
41). A study shows that nursing can use perceived self-efficacy with self-management to improve the functional status and quality of life of its patients. Also, nurses can have a significant positive impact on the lives of their patients by reducing the burden of symptoms related to chronic disease and its treatment (
42). Based on the PHE Scale, in this study, patients were at the third level. In this stage, patients are prepared to formally display the prescribed behavior and follow the recommendations of healthcare professionals (
18). Chi-square tests showed that the PHE Scale had a significant relationship with all demographic variables except weight and blood pressure score. A study highlighted the association between demographic factors and emotional outcomes (
43). Linear regression showed that demographic variables predicted 11% of patient activation variance. However, they did not predict health promotion strategies (self-efficacy). The optimal scaling regression indicated the PHE model can predict self-efficacy (26.4%) stronger than patient activation, which is consistent with the study by Changizi et al. (
19). The PHE model emphasizes the importance of sustaining collaborative spaces between healthcare professionals and patients, highlighting the role of self-efficacy in patients' meaningful engagement in their own healthcare (
11,
18). According to a study, increased patient engagement in the healthcare procedure improves self-efficacy in cardiac patients, and self-efficacy in turn facilitates the management of the treatment process (
44). Chen argues that self-efficacy can be improved through successful experience, verbal persuasion, role-playing, and positive emotion via intervention programs (
45). Hopeful people feel that they are in control of their lives and that they can reduce their stress and negative emotions. They also think that they can change their living conditions to create a better future; therefore, they want to live (
46). In patients with cardiac diseases, improvements in self-efficacy are associated with an improvement in lifestyle (
47). However, to provide quality care services, professionals must acquire a deep understanding of patients’ emotional states and their ability to actively engage in the disease management process (
18). It seems that providing an opportunity to participate in the care process for chronic patients, such as those with cardiac diseases, may improve the quality of care, self-management, treatment-related decisions, and informed and reciprocal participation (
48). Nurses strive to respect patients' perspectives and accept patients as part of the care team. The study showed that healthcare providers who believe in managing the patient's health conditions are more likely to engage with patients who have more collaborative behaviors (
49,
50). However, another study showed that younger nurses are not inclined to accept the patient's collaborative role and deal with the patient's active behavior. It may indicate that patient participation behavior requires advanced nursing skills for the optimal implementation of health interventions (
51). The PHE model may be considered a lever to strengthen patients' activation and self-efficacy. There are very few studies on the application of the PHE model in Iran. Future research may be useful to increase the ability of nurses to deeply understand the emotional and cognitive experiences of patients and to increase their level of engagement using the theoretical framework for chronic patients in order to effectively manage health conditions. There are some limitations to this study. The results of this study are limited to the geographical area covered. Patients referred to physicians' offices were not included in the study.