Empowerment for the Digital Transformation: Results of a Structured Blended-Learning On-the-Job Training for Practicing Physicians in Germany
Abstract
:1. Introduction
2. Materials and Methods
3. Results
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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T1 | T2 | T3 | Sum | |
---|---|---|---|---|
Number of participants (training completed) | 7 | 11 | 14 | 32 |
Women | 2 | 4 | 7 | 13 |
Men | 5 | 7 | 7 | 19 |
Resident physician | 2 | 4 | 6 | 12 |
Specialist | 0 | 2 | 4 | 6 |
Senior physician | 3 | 3 | 3 | 9 |
Chief physician | 1 | 1 | 0 | 2 |
Professional position not indicated | 1 | 1 | 1 | 3 |
Pre-Training | Post-Training | g | ||||||
---|---|---|---|---|---|---|---|---|
Nr. | Item | n | M | SD | n | M | SD | |
Knowledge | ||||||||
1 | Interoperability and standards | 32 | 3.5 | 2.3 | 31 | 7.2 | 1.3 | 1.98 |
2 | Data protection and data security | 32 | 4.3 | 2.3 | 31 | 6.5 | 1.8 | 1.06 |
3 | Data management | 32 | 4.4 | 2.1 | 31 | 6.9 | 1.7 | 1.31 |
4 | Basics of telematics infrastructure (TI) | 32 | 3.2 | 1.8 | 31 | 7.7 | 1.7 | 2.57 |
5 | Applications of TI | 31 | 3.0 | 1.9 | 31 | 7.5 | 2.0 | 2.31 |
6 | Information security in TI | 32 | 2.7 | 1.5 | 31 | 6.5 | 2.0 | 2.16 |
7 | Legal aspects of the TI | 32 | 2.4 | 1.2 | 31 | 6.2 | 2.0 | 2.31 |
8 | Telemedicine and online consultation | 32 | 3.3 | 1.8 | 31 | 7.7 | 1.5 | 2.65 |
9 | Health apps | 32 | 3.3 | 1.8 | 31 | 7.6 | 1.7 | 2.46 |
10 | Digital health solutions | 32 | 2.8 | 1.7 | 31 | 7.6 | 1.7 | 2.82 |
11 | Basic terms of artificial intelligence (AI) | 32 | 3.9 | 2.0 | 31 | 6.3 | 2.1 | 1.17 |
12 | Potential applications of AI | 32 | 3.7 | 2.0 | 31 | 6.2 | 2.1 | 1.22 |
13 | Possibilities of clinical decision-support systems | 31 | 4.0 | 2.2 | 31 | 6.4 | 1.8 | 1.19 |
14 | Ethical aspects of digitalization | 32 | 3.5 | 1.6 | 31 | 6.4 | 1.4 | 1.93 |
15 | Opportunities of digitalization | 32 | 4.7 | 2.1 | 31 | 7.5 | 1.5 | 1.53 |
16 | Risks of digitalization | 32 | 4.4 | 1.9 | 31 | 7.0 | 1.5 | 1.52 |
17 | Effects on doctor–patient relationship | 32 | 4.1 | 2.0 | 31 | 7.4 | 1.4 | 1.91 |
18 | Digital health literacy | 32 | 3.8 | 1.9 | 31 | 7.6 | 1.6 | 2.16 |
19 | Awareness about personal possibilities to act | 32 | 3.9 | 2.1 | 31 | 7.3 | 1.5 | 1.86 |
Attitude | ||||||||
1 | I feel insecure towards technical aspects of the digital transformation. | 24 | 3.7 | 1.0 | 25 | 2.6 | 1.2 | −0.99 |
2 | I feel insecure towards legal aspects of the digital transformation. | 23 | 4.3 | 0.7 | 25 | 3.0 | 1.1 | −1.40 |
3 | I feel insecure towards ethical aspects of the digital transformation. | 24 | 3.5 | 1.2 | 25 | 2.6 | 1.0 | −0.82 |
4 | I feel well-prepared for the changes resulting from the digital transformation in medicine and the health care system. | 24 | 2.3 | 1.2 | 25 | 2.8 | 1.0 | 0.45 |
5 | In general, I am open for the application of innovative technologies. | 24 | 4.6 | 0.6 | 25 | 4.6 | 0.8 | 0.00 |
6 | I am able to reflect critically on the opportunities and risks of the digital transformation. | 24 | 3.7 | 0.8 | 25 | 4.1 | 0.5 | 0.60 |
Dependent Variable | df | F | p | ηp2 |
---|---|---|---|---|
Interoperability and standards | 1, 55 | 71.29 | <0.0001 | 0.56 |
Data protection and data security | 1, 55 | 22.16 | <0.0001 | 0.29 |
Data management | 1, 55 | 35.25 | <0.0001 | 0.39 |
Basics of telematics infrastructure (TI) | 1, 55 | 97.09 | <0.0001 | 0.64 |
Applications of TI | 1, 55 | 75.14 | <0.0001 | 0.58 |
Information security in TI | 1, 55 | 62.79 | <0.0001 | 0.53 |
Legal aspects of the TI | 1, 55 | 80.62 | <0.0001 | 0.59 |
Telemedicine and online consultation | 1, 55 | 104.61 | <0.0001 | 0.66 |
Health apps | 1, 55 | 102.49 | <0.0001 | 0.65 |
Digital health solutions | 1, 55 | 122.54 | <0.0001 | 0.69 |
Basic terms of artificial intelligence (AI) | 1, 55 | 22.16 | <0.0001 | 0.29 |
Potential applications of AI | 1, 55 | 26.96 | <0.0001 | 0.33 |
Possibilities of clinical decision-support systems | 1, 55 | 19.76 | <0.0001 | 0.26 |
Ethical aspects of digitalization | 1, 55 | 53.84 | <0.0001 | 0.49 |
Opportunities of digitalization | 1, 55 | 32.10 | <0.0001 | 0.37 |
Risks of digitalization | 1, 55 | 31.37 | <0.0001 | 0.36 |
Effects on doctor–patient relationship | 1, 55 | 46.08 | <0.0001 | 0.46 |
Digital health literacy | 1, 55 | 63.57 | <0.0001 | 0.54 |
Awareness about personal possibilities to act | 1, 55 | 46.96 | <0.0001 | 0.46 |
Dependent Variable | df | F | p | ηp2 |
---|---|---|---|---|
Insecurity towards technical aspects | 1, 41 | 11.87 | 0.001 | 0.22 |
Insecurity towards legal aspects | 1, 41 | 21.61 | <0.0001 | 0.35 |
Insecurity towards ethical aspects | 1, 41 | 5.90 | 0.020 | 0.13 |
Preparedness for digital transformation | 1, 41 | 3.57 | 0.066 | 0.08 |
Open for innovative technology | 1, 41 | 0.18 | 0.675 | 0.00 |
Critical reflection on opportunities and risks | 1, 41 | 6.21 | 0.017 | 0.13 |
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Bosch, J.; Ludwig, C.; Fluch-Niebuhr, J.; Stoevesandt, D. Empowerment for the Digital Transformation: Results of a Structured Blended-Learning On-the-Job Training for Practicing Physicians in Germany. Int. J. Environ. Res. Public Health 2022, 19, 12991. https://doi.org/10.3390/ijerph192012991
Bosch J, Ludwig C, Fluch-Niebuhr J, Stoevesandt D. Empowerment for the Digital Transformation: Results of a Structured Blended-Learning On-the-Job Training for Practicing Physicians in Germany. International Journal of Environmental Research and Public Health. 2022; 19(20):12991. https://doi.org/10.3390/ijerph192012991
Chicago/Turabian StyleBosch, Josefin, Christiane Ludwig, Johannes Fluch-Niebuhr, and Dietrich Stoevesandt. 2022. "Empowerment for the Digital Transformation: Results of a Structured Blended-Learning On-the-Job Training for Practicing Physicians in Germany" International Journal of Environmental Research and Public Health 19, no. 20: 12991. https://doi.org/10.3390/ijerph192012991
APA StyleBosch, J., Ludwig, C., Fluch-Niebuhr, J., & Stoevesandt, D. (2022). Empowerment for the Digital Transformation: Results of a Structured Blended-Learning On-the-Job Training for Practicing Physicians in Germany. International Journal of Environmental Research and Public Health, 19(20), 12991. https://doi.org/10.3390/ijerph192012991