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. 2025 Feb 5;27:e65492. doi: 10.2196/65492

Table 3.

Exploratory factor analysis results for survey 2.

Factors and items Communality Standard factor loading
Use of digital devices

Q15. I can access the hospital’s website through an internet search. 0.757 0.911

Q30. I can register as a member on the hospital website or app. 0.697 0.841

Q11. I can delete health-related apps that I have used. 0.636 0.828

Q17. In an emergency, I can find information about nearby hospitals using my smartphone. 0.762 0.788

Q33. I can make online payments for medical bills through the hospital website or app. 0.745 0.774

Q12. I can use the online “store” (eg, Play Store or App Store) on my device to find health-related apps. 0.724 0.774

Q16. I can use appropriate words or search terms to find the health service information I want on the internet. 0.697 0.741

Q8. I can use the desired services (payment, location search, etc.) through the hospital kiosk. 0.628 0.739

Q9. I can book and confirm medical services through the hospital app. 0.716 0.696

Q31. I can find my test results or prescription details on the hospital website or app. 0.633 0.590
Understanding of health information

Q1. I can understand the instructions for medication provided by health-related apps. 0.775 0.903

Q3. I can understand the emergency manual provided by health-related apps. 0.737 0.775

Q5. I can understand the nutritional information of food provided by health-related apps. 0.629 0.767

Q7. I can understand the information about health check-ups (such as target, date, price, fasting requirements, etc.) provided by health-related apps. 0.765 0.756

Q4. I can understand the health check-up results provided by health-related apps. 0.594 0.636
Use and decision of health information

Q24. I can judge whether the health information found on my smartphone is trustworthy. 0.790 0.836

Q25. I can evaluate the pros and cons of various treatment methods provided by health-related apps. 0.719 0771

Q29. I can determine if the health information found on the Internet is written for commercial purposes (advertisements). 0.607 0.681

Q26. I can judge how to use the health information provided by health-related apps. 0.700 0.609

Q27. I can determine the medical services I need. 0.611 0.570
Use intention

Q18. I believe it is necessary to exchange health information online. 0.794 0.956

Q21. I have a lot of interest in health-related apps. 0.812 0.885

Q19. I am willing to use health-related apps to collect health information. 0.795 0.859

Q22. I find the necessity and convenience of health management through health-related apps. 0.734 0.761

Q23. Using health-related apps improves my ability to manage my health. 0.638 0.619