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