According to Gram Research analysis, a 2023 cross-sectional study of 294 elderly hospital patients found that interactive bedside tablet health education significantly improved treatment adherence across medications, exercise, and diet. Patients who found the technology useful were more likely to follow their treatment plans, with this effect largely explained by increased confidence in managing their own health. Self-efficacy—patients’ belief in their ability to manage their condition—emerged as the key mechanism linking technology acceptance to better adherence behaviors.

A new study of 294 elderly hospital patients found that using interactive tablets at the bedside to learn about their health conditions helped them follow their treatment plans better. The research, published in Patient Preference and Adherence, shows that when patients felt the tablet technology was useful and easy to understand, they were more likely to take their medications, exercise, and eat healthily as prescribed. The study suggests that confidence in managing their own health—what researchers call self-efficacy—plays an important role in how well this technology works to improve patient behavior.

Key Statistics

A 2023 cross-sectional study of 294 elderly inpatients with chronic diseases found that patients who accepted bedside interactive terminal health education showed significantly higher adherence across all three treatment domains: medication (19.99±3.22), exercise (16.29±4.30), and dietary adherence (27.93±5.73).

In a study of 294 elderly patients, self-efficacy mediated the relationship between technology acceptance and medication adherence with an indirect effect of 0.0159 (95% CI: 0.0075-0.0252), demonstrating that patient confidence is a crucial mechanism for improving treatment adherence.

Among 294 elderly hospital patients studied in 2023, perceived usefulness of the bedside terminal was the strongest predictor of exercise adherence, with a coefficient of 0.212 (P=0.006), indicating that patients who believed the technology was helpful were significantly more likely to exercise as recommended.

A 2023 study of 294 elderly inpatients found that self-efficacy partially mediated the relationship between technology acceptance and exercise adherence with an indirect effect of 0.0218 (95% CI: 0.0098-0.0360), showing that building patient confidence enhances the technology’s effectiveness.

The Quick Take

  • What they studied: Whether elderly patients with chronic diseases (like diabetes or heart disease) would accept and use interactive health education tablets at their hospital bedside, and whether using these tablets would help them follow their doctor’s treatment plans better.
  • Who participated: 294 elderly patients hospitalized with chronic diseases between January 2022 and January 2023. These were real patients in hospital settings dealing with long-term health conditions.
  • Key finding: Patients who found the bedside tablet technology useful and easy to understand were significantly more likely to take their medications correctly, exercise regularly, and follow dietary recommendations. Self-efficacy—a patient’s confidence in managing their own health—was a key reason why the technology worked.
  • What it means for you: If you’re an older adult managing a chronic disease, interactive health education tools at your bedside could help you stick to your treatment plan better. However, this was a hospital-based study, so results may differ in home settings. Talk to your healthcare provider about whether this technology might help you.

The Research Details

Researchers conducted a cross-sectional survey, which means they collected information from 294 elderly hospital patients all at one point in time (between January 2022 and January 2023). They measured three things: how well patients accepted the bedside tablet technology using a standard questionnaire, how confident patients felt managing their own health using another questionnaire, and how well patients followed their treatment plans by asking about medication use, exercise, and diet.

The researchers then used statistical analysis to see if there was a connection between accepting the technology and following treatment plans. They also tested whether a patient’s confidence in managing their health (self-efficacy) was the reason why accepting the technology led to better treatment adherence. This is called testing a ‘mediating effect’—basically, does confidence explain the connection between the technology and better behavior?

This research approach is important because it looks at a real-world problem: many elderly patients don’t follow their treatment plans, which can lead to worse health outcomes. By studying patients in actual hospital settings and measuring multiple aspects of adherence (medications, exercise, and diet), the researchers got a complete picture of how technology affects patient behavior. Testing whether self-efficacy is the reason why the technology works helps hospitals understand what they need to focus on when implementing these systems.

This study has some strengths: it measured multiple types of adherence (not just one), it used validated questionnaires (tools that have been tested and proven reliable), and it tested a specific mechanism (self-efficacy) rather than just looking at whether the technology worked. However, because it’s a cross-sectional study, it shows associations but not cause-and-effect relationships. The study was conducted in hospital settings, so results may not apply to patients at home. Additionally, the study doesn’t tell us if benefits last over time or how the technology compares to other teaching methods.

What the Results Show

Patients reported moderately high acceptance of the bedside tablet technology, with an average acceptance score of 64.29 out of a possible range. Their confidence in managing their own health (self-efficacy) was moderate, averaging 6.95 on a scale. When it came to following treatment plans, patients showed moderate adherence across all three areas: medication adherence averaged 19.99, exercise adherence averaged 16.29, and dietary adherence averaged 27.93.

The key finding was that patients who accepted the technology were significantly more likely to follow all three types of treatment recommendations. For every unit increase in acceptance, medication adherence improved, exercise adherence improved, and dietary adherence improved. When researchers looked at how self-efficacy worked in this relationship, they found it played a crucial role: patients who accepted the technology felt more confident managing their health, and that confidence then led them to follow their treatment plans better.

Among the different aspects of the technology, patients’ perception that the tablet was ‘useful’ was the strongest predictor of whether they would follow their exercise recommendations. This suggests that if patients believe the technology actually helps them, they’re more likely to use the health information it provides to change their behavior.

The study found that self-efficacy was particularly important for medication adherence and exercise adherence. This means that building patients’ confidence in their ability to manage their health is especially important for these two behaviors. The research also showed that the ‘perceived usefulness’ dimension of the technology—whether patients thought it actually helped them—was more important than other factors in predicting whether they would exercise as recommended.

This research builds on existing studies showing that patient confidence (self-efficacy) is crucial for following treatment plans. Previous research has shown that technology can improve health education, but this study is one of the first to specifically examine how 5G-enabled interactive bedside terminals work in elderly patients with multiple chronic diseases. The finding that self-efficacy mediates the relationship between technology acceptance and adherence aligns with established health behavior theories and confirms that technology alone isn’t enough—patients also need to feel confident they can manage their health.

This study has several important limitations. First, it only measured patients at one point in time while they were in the hospital, so we don’t know if the benefits last after they go home. Second, the study shows associations between variables but cannot prove that the technology caused better adherence—other factors could explain the relationship. Third, all participants were hospitalized elderly patients, so results may not apply to younger patients or those managing diseases at home. Fourth, the study doesn’t compare the bedside tablet approach to other teaching methods, so we can’t say it’s better than traditional education. Finally, the study relied on patients self-reporting their adherence, which may not be completely accurate.

The Bottom Line

For healthcare providers: Consider implementing interactive bedside terminals for elderly patients with chronic diseases, as research shows this approach is associated with better treatment adherence. Focus on making the technology easy to use and clearly useful for patient health management. Invest in helping patients build confidence in managing their own health, as this appears to be a key factor in whether the technology actually improves behavior. Confidence level: Moderate—this is a single cross-sectional study, so more research is needed before widespread implementation.

Elderly patients hospitalized with chronic diseases (diabetes, heart disease, etc.) should know about this technology option. Hospital administrators and healthcare providers managing elderly populations should consider this research when planning patient education programs. Family members of elderly patients with chronic diseases may want to ask their healthcare providers about interactive health education tools. This research is less relevant for younger patients or those managing diseases primarily at home.

Based on this study, patients showed improved adherence while using the bedside terminal during hospitalization. However, the study doesn’t tell us how long benefits last after discharge. Realistically, patients would need ongoing access to the technology and continued support to maintain improved adherence over months and years. Talk to your healthcare provider about what to expect in your specific situation.

Frequently Asked Questions

Can bedside tablets really help older adults take their medications on time?

Research shows that elderly patients who used interactive bedside tablets for health education had significantly better medication adherence. The effect worked partly because the technology boosted patients’ confidence in managing their health. However, this study was conducted in hospitals, so results may differ at home.

How does patient confidence affect whether they follow treatment plans?

A 2023 study of 294 elderly patients found that self-efficacy—confidence in managing one’s health—was a key reason why accepting bedside health education technology led to better adherence. Patients who felt more confident were more likely to take medications, exercise, and follow dietary recommendations.

Is interactive health education technology better than traditional teaching for elderly patients?

This study shows bedside interactive terminals are associated with better adherence in elderly patients, but it doesn’t directly compare them to traditional teaching methods. More research is needed to determine if they’re superior to other education approaches.

What makes elderly patients actually use health education technology?

According to research reviewed by Gram, elderly patients are more likely to use and benefit from bedside health technology when they perceive it as useful and easy to understand. Perceived usefulness was the strongest predictor of whether patients would follow exercise recommendations.

How long do the benefits of bedside health education last after leaving the hospital?

This study measured patients during hospitalization but didn’t track long-term outcomes after discharge. We don’t know from this research how long improved adherence lasts once patients return home without access to the bedside terminal.

Want to Apply This Research?

  • Track three specific adherence behaviors weekly: (1) medication adherence—log each dose taken with timestamps, (2) exercise adherence—record minutes of physical activity completed, (3) dietary adherence—note meals that followed your prescribed diet plan. Rate your confidence in managing each behavior on a 1-10 scale weekly to monitor self-efficacy growth.
  • Use the app’s interactive health education feature to learn about your specific condition for 5-10 minutes daily. After each lesson, set one specific, achievable goal related to that day’s topic (e.g., ‘I will take my medication at 8am with breakfast’). Rate how useful you found the information on a scale, and the app will highlight the most helpful content types for you.
  • Create a dashboard showing your three adherence scores (medication, exercise, diet) and your self-efficacy confidence rating, updated weekly. Set reminders for medication times, exercise sessions, and meal planning. Review your progress monthly with your healthcare provider to adjust goals and celebrate improvements in both adherence and confidence.

This research describes an association between bedside interactive terminal health education and improved treatment adherence in hospitalized elderly patients, but does not establish definitive cause-and-effect relationships. Results are based on a single cross-sectional study conducted in hospital settings and may not apply to home-based care or younger populations. Individual results may vary based on personal health conditions, technology access, and support systems. Always consult with your healthcare provider before making changes to your treatment plan or relying on any health education technology. This summary is for informational purposes only and should not replace professional medical advice.

This research translation is published by Gram Research, the science division of Gram, an AI-powered nutrition tracking app.

Source: 5G Bedside Interactive Terminal Health Education to Enhance Treatment Adherence in Elderly Patients with Chronic Diseases: The Mediating Role of Self-Efficacy.Patient preference and adherence (2026). PubMed 42051929 | DOI