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. 2026 Feb 4;18:e83551. doi: 10.2196/83551

Table 3.

Identification of barriers to the implementation of digital technologies.

Barriersa,b Remote consultation (%) Remote monitoring (%) Technologies for diagnostics (%) Systems to support physicians in making medical decisions (%)
Motivation barriersc 42 39.2 37.2 45.7

I don’t see any practical benefit from using this technology in my daily work. 5.3 5.5 5.7 5.1

I am concerned about data privacy issues when using this technology. 20.9 15.7 9.3 15.3

I am concerned about the problem of excessive control over my work when using this technology. 9.4 5.2 4.3 9.8

This technology reduces the importance of physician’s work. 8.4 6.3 7.6 9.7

I don't trust the quality of this technology. 4.6 6 6.5 10.7

I am concerned about overdiagnosis when using this technology. 7.6 9.8 15.8 11.9
Capability-related barriersc 28.7 38.9 48.5 48

I don't have time to master this technology. 5.8 8.5 7.5 6.1

This technology is too complex to master. 1.4 2.5 4.2 5

I have no knowledge of specific products within this technology that could be used in my practice. 12.4 17.5 24.7 26

I don't have access to training courses to master this technology. 13.2 16.8 20.8 19.9

The technology requires personal investments to master it. 5.2 5.7 5.1 4.7
Process-related barriersc 49.7 53.7 40.8 39.8

I am not sure that this technology will work stably without delays and breakdowns. 25.3 29.2 18.9 18.2

I am afraid of making wrong decisions when using this technology. 22.2 26.4 26.8 22

Technology takes time without making work easier. 13.5 12.9 3.2 9
Environmental (physical) barriersc 44.4 39.4 45.4 47.5

I do not have technical base to master this technology (suitable equipment, software, communications). 20.5 24 31.6 26.7

Existing regulations do not include this technology or need to be revised. 20.5 13.4 12.5 15.3

This technology does not have qualified technical support. 14.8 11.3 10.4 13.3
Social barriersc 47.5 39.3 33.9 40.4

Management of my health care facility is not interested in using this technology. 13.9 15.1 14.3 20.7

My environment condemns the use of this technology. 1.1 0.9 0.6 1.5

I prefer to use other long-proven methods rather than this technology. 8.6 5.8 9.8 5.9

I feel a lack of legal security when using this technology. 29.8 21 14.9 17.5

None of the above. 14.2 13 13.6 11.1

aThe data provided are weighted by the distribution of physicians across populated areas of the Russian Federation. Multimedia Appendix 5 provides unweighted data.

bThe table shows the percentage of doctors who selected each answer. Each respondent could select up to 5 answers.

cThe total for each category shows the percentage of doctors who selected at least one of the category barriers.