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

Table 2.

Exploratory factor analysis results for survey 1.

Factors and Items Communality Standard Factor Loading
Understanding of Health Information

Q42. I can understand the instructions for medication provided by the hospital app. 0.861 0.902

Q41. I can understand the emergency manual provided by health-related apps. 0.824 0.770

Q39. I can understand the health check-up results provided by the hospital app. 0.794 0.752

Q48. I can understand the terms of the privacy consent form when registering on the hospital app. 0.781 0.703

Q40. I can understand the nutritional information of food provided by health-related apps. 0.803 0.700

Q49. I am aware of the precautions for online payment when paying medical bills. 0.772 0.636

Q46. I can understand the information about health check-ups (such as target, date, price, fasting requirements, etc.) provided by the hospital app. 0.811 0.566
Use of Digital Devices

Q7. I can save photos and texts about healthy activities found on the Internet. 0.765 0.856

Q9. I can use the desired services (payment, location search, etc.) through the hospital kiosk. 0.709 0.851

Q13. I can delete health-related apps that I have used. 0.737 0.839

Q8. I can book and confirm medical services through the hospital app. 0.745 0.801

Q6. I can find a suitable hospital for my symptoms using my smartphone. 0.723 0.792

Q3. I can find information about disease symptoms and treatments using my smartphone. 0.661 0.770

Q12. I can use the online “store” (e.g., Apple App Store or Google Play Store) on my device to find health-related apps. 0.711 0.764

Q15. I can use appropriate words or search terms to find the health service information I want on the Internet. 0.788 0.716

Q14. I can access hospital websites through an Internet search. 0.793 0.714

Q17. In an emergency, I can find information about nearby hospitals using my smartphone. 0.751 0.678
Use Intention

Q32. I believe it is necessary to exchange health information online. 0.692 0.885

Q33. I am willing to use health-related apps to collect health information. 0.753 0827

Q30. I have a lot of interest in health-related apps. 0.678 0.790

Q35. I am interested in learning health knowledge or skills from the Internet. 0.758 0.739

Q29. I find the necessity and convenience of health management through health-related apps. 0.682 0.507

Q25. Using health-related apps improves my ability to manage my health. 0.580 0.431
Use and Decision of Health Information

Q57. I can judge whether the health information found on my smartphone is trustworthy. 0.784 0.886

Q58. I can evaluate the pros and cons of various treatment methods provided by the hospital app. 0.771 0.785

Q61. I can determine the medical services I need. 0.734 0.707

Q59. I can judge how to use the health information provided by health-related apps. 0.753 0.705

Q51. I can determine if the health information found on the Internet is written for commercial purposes (advertisements). 0.706 0.516

Q64. I can use the health information provided by health-related apps for disease management. 0.774 0.449