Digitization and Health in Germany: Cross-sectional Nationwide Survey
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Abstract
Background: Digital technologies are shaping medicine and public health. Objective: The aim of this study was to investigate the attitudes toward and the use of digital technologies for health-related purposes using a nationwide survey. Methods: We performed a cross-sectional study using a panel sample of internet users selected from the general population living in Germany. Responses to a survey with 28 items were collected using computer-assisted telephone interviews conducted in October 2020. The items were divided into four topics: (1) general attitudes toward digitization, (2) COVID-19 pandemic, (3) physical activity, and (4) perceived digital health (eHealth) literacy measured with the eHealth Literacy Scale (eHEALS; sum score of 8=lowest to 40=highest perceived eHealth literacy). The data were analyzed in IBM-SPSS24 using relative frequencies. Three univariate multiple regression analyses (linear or binary logistic) were performed to investigate the associations among the sociodemographic factors (age, gender, education, and household income) and digital technology use. Results: The participants included 1014 internet users (n=528, 52.07% women) aged 14 to 93 years (mean 54, SD 17). Among all participants, 66.47% (674/1014) completed up to tertiary (primary and secondary) education and 45.07% (457/1017) reported a household income of up to 3500 Euro/month (1 Euro=US $1.18). Over half (579/1014, 57.10%) reported having used digital technologies for health-related purposes. The majority (898/1014, 88.56%) noted that digitization will be important for therapy and health care, in the future. Only 25.64% (260/1014) reported interest in smartphone apps for health promotion/prevention and 42.70% (433/1014) downloaded the COVID-19 contact-tracing app. Although 52.47% (532/1014) reported that they come across inaccurate digital information on the COVID-19 pandemic, 78.01% (791/1014) were confident in their ability to recognize such inaccurate information. Among those who use digital technologies for moderate physical activity (n=220), 187 (85.0%) found such technologies easy to use and 140 (63.6%) reported using them regularly (at least once a week). Although the perceived eHealth literacy was high (eHEALS mean score 31 points, SD 6), less than half (43.10%, 400/928) were confident in using digital information for health decisions. The use of digital technologies for health was associated with higher household income (odds ratio [OR] 1.28, 95% CI 1.11-1.47). The use of digital technologies for physical activity was associated with younger age (OR 0.95, 95% CI 0.94-0.96) and more education (OR 1.22, 95% CI 1.01-1.46). A higher perceived eHealth literacy score was associated with younger age (β=–.22, P<.001), higher household income (β=.21, P<.001), and more education (β=.14, P<.001). Conclusions: Internet users in Germany expect that digitization will affect preventive and therapeutic health care in the future. The facilitators and barriers associated with the use of digital technologies for health warrant further research. A gap exists between high confidence in the perceived ability to evaluate digital information and low trust in internet-based information on the COVID-19 pandemic and health decisions.
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Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz
(2013) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/103.1437-1588 · Cited by 11,769 · see citing works
eHEALS: The eHealth Literacy Scale
Norman, C. D., & Skinner, H. A. (2006) · Journal of Medical Internet Research · doi:10.2196/jmir.8.4.e27 · Cited by 2,680 · see citing works
eHealth Literacy: Essential Skills for Consumer Health in a Networked World.
Norman, C. D., & Skinner, H. A. (2006) · Journal of Medical Internet Research · doi:10.2196/jmir.8.2.e9 · Cited by 2,643 · see citing works
Digital inequalities and why they matter
Robinson, L., Cotten, S. R., Ono, H., Quan-Haase, A., Mesch, G., Chen, W., Schulz, J., Hale, T. M., & Stern, M. J. (2015) · Information, Communication & Society · doi:10.1080/1369118x.2015.1012532 · Cited by 1,216 · cited 1× · see citing works
“A debate regarding digital inequalities is not new [31,32] and various sociodemographic factors associated with digital technology use have already been identified in the health context [8].”
BackgroundWorldwide Effect of COVID-19 on Physical Activity: A Descriptive Study
Tison, G. H., Avram, R., Kuhar, P., Abreau, S. A., Marcus, G. M., Pletcher, M. J., & Olgin, J. E. (2020) · Annals of Internal Medicine · doi:10.7326/m20-2665 · Cited by 806 · see citing works
Impact of the digital divide in the age of COVID-19
Ramsetty, A., & Adams, C. (2020) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocaa078 · Cited by 599 · see citing works
Bridging Digital Divides: a Literature Review and Research Agenda for Information Systems Research
Vassilakopoulou, P., & Hustad, E. (2021) · Information Systems Frontiers · doi:10.1007/s10796-020-10096-3 · Cited by 487 · see citing works
Okan, O., Bollweg, T. M., Berens, E.-M., Hurrelmann, K., Bauer, U., & Schaeffer, D. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17155503 · Cited by 418 · see citing works
Dadaczynski, K., Okan, O., Messer, M., Leung, A. Y. M., Rosário, R., Darlington, E., & Rathmann, K. (2021) · Journal of Medical Internet Research · doi:10.2196/24097 · Cited by 390 · see citing works
The Concept of eHealth Literacy and Its Measurement: German Translation of the eHEALS
Soellner, R., Huber, S., & Reder, M. (2014) · Journal of Media Psychology · doi:10.1027/1864-1105/a000104 · Cited by 184 · see citing works
Public health digitalization in Europe
Odone, A., Buttigieg, S., Ricciardi, W., Muscat, N. A., & Staines, A. S. (2019) · European Journal of Public Health · doi:10.1093/eurpub/ckz161 · Cited by 178 · see citing works
Taj, F., Klein, M. C. A., & van Halteren, A. (2019) · JMIR mhealth and uhealth · doi:10.2196/13311 · Cited by 170 · see citing works
Digital Divide – Soziale Unterschiede in der Nutzung digitaler Gesundheitsangebote
Müller, A. C., Wachtler, B., & Lampert, T. (2020) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-019-03081-y · Cited by 135 · see citing works
Mclaughlin, M., Delaney, T., Hall, A., Byaruhanga, J., Mackie, P., Grady, A., Reilly, K., Campbell, E., Sutherland, R., Wiggers, J., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/23180 · Cited by 105 · see citing works
Cordeiro, J. V. (2021) · Frontiers in Medicine · doi:10.3389/fmed.2021.647897 · Cited by 92 · see citing works
Schulz, P. J., Pessina, A., Hartung, U., & Petrocchi, S. (2021) · Journal of Medical Internet Research · doi:10.2196/20457 · Cited by 84 · see citing works
Popular Nutrition-Related Mobile Apps: An Agreement Assessment Against a UK Reference Method
Fallaize, R., Franco, R. Z., Pasang, J., Hwang, F., & Lovegrove, J. A. (2018) · JMIR mhealth and uhealth · doi:10.2196/mhealth.9838 · Cited by 66 · see citing works
Holch, P., & Marwood, J. (2020) · JMIR Formative Research · doi:10.2196/14450 · Cited by 60 · see citing works
Digital Public Health – ein Überblick
Bremen, L.-W. D. P. H., Zeeb, H., Pigeot, I., & Schüz, B. (2020) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-019-03078-7 · Cited by 59 · see citing works
Self-citationOkan, O., Bollweg, T. M., Berens, E.-M., Hurrelmann, K., Bauer, U., & Schaeffer, D. (2020) · SSRN Electronic Journal · doi:10.2139/ssrn.3631299 · Cited by 59 · see citing works
Aromatario, O., Hoye, A. V., Vuillemin, A., Foucaut, A.-M., Crozet, C., Pommier, J., & Cambon, L. (2019) · Public Health · doi:10.1016/j.puhe.2019.06.011 · Cited by 53 · see citing works
Sporrel, K., Nibbeling, N., Wang, S., Ettema, D., & Simons, M. (2020) · JMIR mhealth and uhealth · doi:10.2196/16282 · Cited by 48 · see citing works
McLaughlin, M. J., Delaney, T. M., Hall, A. E., Byaruhanga, J., Mackie, P., Grady, A., Reilly, K., Campbell, E. M., Sutherland, R., Wiggers, J. H., et al. (2021) · Journal of Medical Internet Research · doi:10.2196/29094 · Cited by 46 · see citing works
Fischer, F. (2020) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-020-03143-6 · Cited by 41 · see citing works
Quality of Physical Activity Apps: Systematic Search in App Stores and Content Analysis
Paganini, S., Terhorst, Y., Sander, L., Catic, S., Balci, S., Küchler, A., Schultchen, D., Plaumann, K., Sturmbauer, S. C., Krämer, L. V., et al. (2021) · JMIR mhealth and uhealth · doi:10.2196/22587 · Cited by 41 · see citing works
Gómez-Ramírez, O., Iyamu, I. O., Ablona, A., Watt, S., Xu, A. X. T., Chang, H.-J., & Gilbert, M. (2021) · Canadian Journal of Public Health · doi:10.17269/s41997-021-00487-7 · Cited by 39 · see citing works
Juvalta, S., Kerry, M. J., Jaks, R., Baumann, I., & Dratva, J. (2019) · Journal of Medical Internet Research · doi:10.2196/14492 · Cited by 33 · see citing works
Unerwünschte Effekte digitaler Gesundheitstechnologien: Eine Public-Health-Perspektive
Schüz, B., & Urban, M. (2020) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-019-03088-5 · Cited by 28 · see citing works
Ethische Fragen von Digital Public Health
Marckmann, G. (2020) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-019-03091-w · Cited by 27 · see citing works
Aida, A., Svensson, T., Svensson, A. K., Chung, U., & Yamauchi, T. (2020) · JMIR mhealth and uhealth · doi:10.2196/18316 · Cited by 25 · see citing works
Digitale Public Health: Chancen und Herausforderungen internetbasierter Technologien und Anwendungen
Dadaczynski, K., & Tolks, D. (2018) · Public Health Forum · doi:10.1515/pubhef-2018-0059 · Cited by 10 · see citing works
Apps zur Förderung von körperlicher Aktivität
Wichmann, F., Sill, J., Hassenstein, M. J., Zeeb, H., & Pischke, C. (2018) · Prävention und Gesundheitsförderung · doi:10.1007/s11553-018-0678-6 · Cited by 6 · see citing works
Self-citationMehr Versorgungsforschung zu Covid-19 als man denkt
Stegmaier, P. (2020) · Monitor Versorgungsforschung · doi:10.24945/mvf.03.20.1866-0533.2019 · Cited by 5 · see citing works
Receipts & Payments and Income & Expenditure Accounts
HALL, S. (1964) · Elsevier eBooks · doi:10.1016/b978-0-08-010332-7.50010-9 · Cited by 1 · see citing works
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- [29]Okan O de Sombre S Hurrelmann K Berens E Bauer U Schaeffer D COVID-19 based health literacy in the German population Monitor Versorgungsforschung 2020 13 40 45 10.24945/MVF.03.20.1866-0533.2222 · DOI
Cited by
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Sociodemographic determinants of digital health literacy: A systematic review and meta-analysis
Estrela, M., Semedo, G., Roque, F., Ferreira, P. L., & Herdeiro, M. T. (2023) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2023.105124 · Cited by 414 · see citing works
Fritsch, S. J., Blankenheim, A., Wahl, A., Hetfeld, P., Maaßen, O., Deffge, S., Kunze, J., Rossaint, R., Riedel, M., Marx, G., et al. (2022) · Digital Health · doi:10.1177/20552076221116772 · Cited by 255 · see citing works
Digital Technologies for Health Promotion and Disease Prevention in Older People: Scoping Review
Santis, K. K. D., Mergenthal, L., Christianson, L., Bußkamp, A., Vonstein, C., & Zeeb, H. (2023) · Journal of Medical Internet Research · doi:10.2196/43542 · Cited by 163 · see citing works
Self-citationResearch progress on digital health literacy of older adults: A scoping review
Wang, X., & Luan, W. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.906089 · Cited by 147 · see citing works
Western, M. J., Smit, E. S., Gültzow, T., Neter, E., Sniehotta, F. F., Malkowski, O. S., Wright, C., Busse, H., Peuters, C., Rehackova, L., et al. (2025) · Health Psychology and Behavioral Medicine · doi:10.1080/21642850.2025.2493139 · Cited by 116 · see citing works
The digital rainbow: Digital determinants of health inequities
Jahnel, T., Dassow, H.-H., Gerhardus, A., & Schüz, B. (2022) · Digital Health · doi:10.1177/20552076221129093 · Cited by 98 · see citing works
Self-citationZhao, B.-Y., Huang, L., Xiao, C., Chen, T., Li, S., Wang, X.-J., Huang, S.-X., Hu, R., & Li, H. (2024) · BMC Public Health · doi:10.1186/s12889-024-18324-0 · Cited by 88 · see citing works
Wu, C., & Lim, G. G. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1449594 · Cited by 71 · see citing works
Evaluation of Digital Interventions for Physical Activity Promotion: Scoping Review
Santis, K. K. D., Jahnel, T., Matthias, K., Mergenthal, L., Khayyal, H. A., & Zeeb, H. (2022) · JMIR Public Health and Surveillance · doi:10.2196/37820 · Cited by 35 · see citing works
Self-citationImproving health and reducing health inequality: An innovation of digitalization?
Zhong, M., Qiang, D., Wang, J., & Sun, W. (2024) · Social Science & Medicine · doi:10.1016/j.socscimed.2024.116847 · Cited by 36 · see citing works
Exploring the potential of digital therapeutics: An assessment of progress and promise
Armeni, P., Polat, I., Rossi, L. M. D., Diaferia, L., Meregalli, S., & Gatti, A. M. (2024) · Digital Health · doi:10.1177/20552076241277441 · Cited by 35 · see citing works
Singh, H., Samkange‐Zeeb, F., Kolschen, J., Herrmann, R., Hübner, W., Barnils, N. P., Brand, T., Zeeb, H., & Schüz, B. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2024.1332720 · Cited by 34 · see citing works
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Singh, H., Kolschen, J., Samkange‐Zeeb, F., Brand, T., Zeeb, H., & Schüz, B. (2022) · BMC Public Health · doi:10.1186/s12889-022-13851-0 · Cited by 28 · see citing works
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Köbe, P., & Bohnet-Joschko, S. (2023) · JMIR Public Health and Surveillance · doi:10.2196/40622 · Cited by 36 · see citing works
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Fassbender, A., Donde, S. S., Silva, M., Friganović, A., Stievano, A., Costa, E. M., Winders, T. A., & van Vugt, J. (2024) · Therapeutics and Clinical Risk Management · doi:10.2147/tcrm.s489873 · Cited by 25 · see citing works
Low income and health literacy: a systematic scoping review
Gerő, K., Backhaus, I., Höhmann, A., Dragano, N., & Hoven, H. (2025) · Archives of Public Health · doi:10.1186/s13690-025-01781-3 · Cited by 29 · see citing works
Catalina, Q. M., Femenia, J., Fuster‐Casanovas, A., Marin-Gomez, F. X., Escalé-Besa, A., Solé‐Casals, J., & Vidal‐Alaball, J. (2023) · Journal of Medical Internet Research · doi:10.2196/50728 · Cited by 23 · see citing works
Pan, C.-C., De Santis, K. K., Muellmann, S., Hoffmann, S., Spallek, J., Barnils, N. P., Ahrens, W., Zeeb, H., & Schüz, B. (2025) · Journal of Prevention · doi:10.1007/s10935-024-00821-y · Cited by 23 · see citing works
Self-citationPetrič, G., & Atanasova, S. (2024) · BMC Public Health · doi:10.1186/s12889-024-19431-8 · Cited by 21 · see citing works
Tuitert, I., Marinus, J. D., Dalenberg, J. R., & Veer, J. V. ‘. (2024) · JMIR Public Health and Surveillance · doi:10.2196/55384 · Cited by 22 · see citing works
Busch-Casler, J., & Radić, M. (2023) · Journal of Medical Internet Research · doi:10.2196/41635 · Cited by 23 · see citing works
Brand, T., Herrera-Espejel, P. S., Muellmann, S., Wiersing, R., & Busse, H. (2024) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-024-03832-6 · Cited by 18 · see citing works
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Self-citationDarabı, F., Ziapour, A., & Ahmadinia, H. (2025) · BMC Medical Education · doi:10.1186/s12909-025-06774-y · Cited by 24 · see citing works
Ehealth literacy, internet and eHealth service usage: a survey among a German municipality
Cramer, A., Keinki, C., Saur, F., Walter, S., & Hübner, J. (2025) · Journal of Public Health · doi:10.1007/s10389-023-01997-z · Cited by 13 · see citing works
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Lee, Y. H., Choi, H., & Lee, S. (2025) · JMIR Formative Research · doi:10.2196/67272 · Cited by 11 · see citing works
Fichtner, U. A., Tinsel, I., Sehlbrede, M., Maiwald, P., Bischoff, M., Metzner, G., Schlett, C., Brame, J., Kohl, J., König, D., et al. (2024) · Internet Interventions · doi:10.1016/j.invent.2024.100762 · Cited by 10 · see citing works
Knöchelmann, A., Healy, K. V., Frese, T., Kantelhardt, E. J., Mikolajczyk, R., Meyer, G., Schildmann, J., Steckelberg, A., & Herke, M. (2024) · BMC Health Services Research · doi:10.1186/s12913-024-11523-w · Cited by 9 · see citing works
Liu, T., Luo, Y. T., Pang, P. C., & Xia, Y. (2024) · Systems · doi:10.3390/systems12110504 · Cited by 9 · see citing works
Muellmann, S., Wiersing, R., Zeeb, H., & Brand, T. (2025) · JMIR Human Factors · doi:10.2196/65345 · Cited by 14 · see citing works
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Self-citationKorn, S., Böttcher, M. D., Busse, T. S., Kernebeck, S., Breucha, M., Ehlers, J. P., Kahlert, C., Weitz, J., & Bork, U. (2022) · JMIR Formative Research · doi:10.2196/33985 · Cited by 8 · see citing works
Bibi, I., Schaffert, D., Blauth, M., Lull, C., von Ahnen, J. A., Groß, G., Weigandt, W. A., Knitza, J., Kühn, S., Benecke, J., et al. (2023) · Journal of Medical Internet Research · doi:10.2196/50886 · Cited by 9 · see citing works
Characteristic of mental health app usage: a cross-sectional survey in the general population
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Helou, R. I., Catho, G., Faxén, L., Hulscher, M., Teerenstra, S., Conly, J. M., Huttner, B. D., Tängdén, T., & Verbon, A. (2025) · Clinical Microbiology and Infection · doi:10.1016/j.cmi.2025.02.026 · Cited by 8 · see citing works
Muellmann, S., Santis, K. K. D., Pohlabeln, H., & Zeeb, H. (2025) · Zeitschrift für Evidenz Fortbildung und Qualität im Gesundheitswesen · doi:10.1016/j.zefq.2024.12.008 · Cited by 7 · see citing works
Self-citationReinders, P., Augustin, M., & Otten, M. (2024) · JDDG Journal der Deutschen Dermatologischen Gesellschaft · doi:10.1111/ddg.15454 · Cited by 7 · see citing works
Digital Skills in the 21st Century: Understanding the Impact of Digital Literacy on Nurses
Seki, E. A. (2024) · Research on Education and Psychology · doi:10.54535/rep.1576624 · Cited by 7 · see citing works
Virnandes, S. R., Shen, J., & Vlahu‐Gjorgievska, E. (2025) · Digital Government Research and Practice · doi:10.1145/3716172 · Cited by 8 · see citing works
What’s next in hospital digitization? A Delphi-based scenario study
Köbe, P., & Bohnet-Joschko, S. (2023) · European Journal of Futures Research · doi:10.1186/s40309-023-00222-0 · Cited by 6 · see citing works
Identity in the Digital Age: An Investigation of Malaysian Perspectives on Technology and Privacy
Zulkifli, F., & Abidin, R. Z. (2024) · Journal of Advanced Research in Applied Sciences and Engineering Technology · doi:10.37934/araset.43.2.120 · Cited by 5 · see citing works
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Zeeb, H., Schüz, B., Schultz, T., & Pigeot, I. (2024) · Bundesgesundheitsblatt - Gesundheitsforschung - Gesundheitsschutz · doi:10.1007/s00103-023-03827-9 · Cited by 5 · see citing works
Self-citationBeerbaum, J., Robens, S., Fehring, L., Mortsiefer, A., & Meister, S. (2025) · JMIR Formative Research · doi:10.2196/58867 · Cited by 5 · see citing works
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Cacheda, B. G., & Outeda, C. C. (2025) · Journal of Public Health Policy · doi:10.1057/s41271-025-00549-x · Cited by 4 · see citing works
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Ulbrich, J., & Matusiewicz, D. (2024) · Gesundheitsökonomie & Qualitätsmanagement · doi:10.1055/a-2323-0571 · Cited by 4 · see citing works
Hindelang, M., Zink, A., Knitza, J., Darkow, R., Welcker, M., Biedermann, T., May, S., & Muehlensiepen, F. (2025) · BMC Health Services Research · doi:10.1186/s12913-025-13043-7 · Cited by 4 · see citing works
“While in our study 22% stated that they felt unsure about making decisions based on online health information, in another study in the German general population [38] it is 32% and in a survey of people with rheumatic diseases 42.5% [39].”
InfluentialBrand, T., Herrera-Espejel, P. S., & Busse, H. (2025) · Springer series on epidemiology and public health · doi:10.1007/978-3-031-90154-6_12 · Cited by 3 · see citing works
Fugmann, D., Holsteg, S., Schäfer, R. B., Niegisch, G., Dinger, U., & Karger, A. (2025) · Current Oncology · doi:10.3390/curroncol32110637 · Cited by 3 · see citing works
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Mekniran, W., Kramer, J.-N., & Kowatsch, T. (2024) · International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC) · doi:10.5220/0012400300003657 · Cited by 3 · see citing works
Mekniran, W., & Kowatsch, T. (2023) · International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC) · doi:10.5220/0011778400003414 · Cited by 3 · see citing works
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Yang, Y., & Shi, W. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1771020 · Cited by 3 · see citing works
Matthias, K., Honekamp, I., & Santis, K. K. D. (2022) · JMIR Research Protocols · doi:10.2196/40538 · Cited by 2 · see citing works
Schaeffer, D., Klinger, J., & Berens, E.-M. (2024) · Prävention und Gesundheitsförderung · doi:10.1007/s11553-024-01112-4 · Cited by 1 · see citing works
Maulia, J. T. T. (2023) · Journal of Health Literacy and Qualitative Research · doi:10.61194/jhlqr.v3i2.510 · Cited by 1 · see citing works
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Amberger, O. A., Lemke, D., Müller, H., Luettel, D., Schwappach, D. L. B., Geraedts, M., & Müller, B. S. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-100516 · Cited by 1 · see citing works
Schmidt, S., Hannemann, N., Ciupitu-Plath, C. C., & Babitsch, B. (2026) · Discover Public Health · doi:10.1186/s12982-026-01818-0 · Cited by 1 · see citing works
Weist, J. V., Nitsche, J., Ehlers, J. P., & Busse, T. S. (2026) · Journal of Medical Internet Research · doi:10.2196/87461 · Cited by 1 · see citing works
Zhou, N., Hu, S., Sun, F., Wu, D., & Liu, M. (2026) · BMC Pregnancy and Childbirth · doi:10.1186/s12884-026-09526-y · Cited by 1 · see citing works
Suherman, A., Rahayu, N. I., Jajat, J., & Muktiarni, M. (2023) · Journal of Advanced Research in Applied Sciences and Engineering Technology · doi:10.37934/araset.32.1.227237 · Cited by 1 · see citing works
National Culture and Digitalization: A Moderating Effect of Trust
Jiao, C., & Ayob, A. H. (2025) · GATR Global Journal of Business Social Sciences Review · doi:10.35609/gjbssr.2025.13.1(1 · Cited by 1 · see citing works
Yu, X., Yu, G., Pang, X., Xu, Y., & Zhu, X. (2024) · doi:10.2196/preprints.65796
Reinders, P., Augustin, M., & Otten, M. (2024) · JDDG Journal der Deutschen Dermatologischen Gesellschaft · doi:10.1111/ddg.15454_g
Frank, K., Mengesdorf, T., Radić, M., Herrmann, P., Appenzeller, A., Mucha, H., Orak, B., Döhmann, I. S. G., Stefan Rüping, A., Burkhardt, H., et al. (2024) · Healthcare · doi:10.3390/healthcare12202053
DATA-DRIVEN OPTIMIZATION IN PHARMACY OPERATIONS: A PRESCRIPTION FOR ENHANCED PATIENT CARE
Aslam, M. S. (2025) · Universal Journal of Pharmaceutical Research · doi:10.22270/ujpr.v9i6.1239
Böhm-Fischer, A., & Beyer, L. M. (2025) · JMIR Formative Research · doi:10.2196/68888
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Link, E., & Memenga, P. (2025) · European Journal of Health Communication · doi:10.47368/ejhc.2025.106
Yang, J., Li, H., Yang, F., Jiang, R., & Tian, L. (2025) · doi:10.2196/preprints.81478
Relevanz der digitalen Gesundheitskompetenz (dGK) für Versorgungsforschung und -praxis – Teil II
Sinha, M., Fischer, F., Giehl, C., Harst, L., Härter, M. C., Häupl, T., Jerke, K., Kernebeck, S., Merkel, S., Mewes, J. S., et al. (2025) · Das Gesundheitswesen · doi:10.1055/a-2674-1729
Impact of Digital Transformation on Hospital Efficiency and Quality of Care
Alruwaili, A. M. W., Majrishi Awaei Ali, H., Alruwaili, R. M. W., Almatrafi, H. K. N., Anazi, T. K. A. A., Alharthi, M. M., Alhabanji, K. K. K., Almurayhil, N. M. M., Hakami, T. Y. A., Alenezi, S. L. A., et al. (2024) · International Journal of Computational and Experimental Science and Engineering · doi:10.22399/ijcesen.4288
Singh, H., Kolschen, J., Samkange-Zeeb, F., Brand, T., Zeeb, H., & Schüz, B. (2022) · Figshare · doi:10.6084/m9.figshare.20408461
Self-citationKnöchelmann, A., Healy, K. V., Frese, T., Kantelhardt, E., Mikolajczyk, R., Meyer, G., Schildmann, J., Steckelberg, A., & Herke, M. (2024) · Figshare · doi:10.6084/m9.figshare.27049142
Singh, H., Kolschen, J., Samkange‐Zeeb, F., Brand, T., Zeeb, H., & Schüz, B. (2022) · Figshare · doi:10.6084/m9.figshare.20408464
Self-citationSingh, H., Kolschen, J., Samkange‐Zeeb, F., Brand, T., Zeeb, H., & Schüz, B. (2022) · Figshare · doi:10.6084/m9.figshare.20408455
Self-citationSingh, H., Kolschen, J., Samkange-Zeeb, F., Brand, T., Zeeb, H., & Schüz, B. (2022) · Figshare · doi:10.6084/m9.figshare.20408458
Self-citationZhao, B.-Y., Huang, L., Cheng, X., Chen, T.-T., Li, S.-J., Wang, X., Huang, S.-X., Hu, R.-F., & Li, H. (2024) · Figshare · doi:10.6084/m9.figshare.25495203
Hajek, A., Neumann, A., Pengpid, S., Peltzer, K., & König, H. (2026) · Digital Health · doi:10.1177/20552076261416332
Yang, Y., & Shi, W. (2026) · Research Square · doi:10.21203/rs.3.rs-8908787/v1
Reinders, P., Augustin, M., & Otten, M. (2026) · JDDG Journal der Deutschen Dermatologischen Gesellschaft · doi:10.1111/ddg.70010
Hannemann, N., Hübner, U., & Babitsch, B. (2026) · Journal of Public Health · doi:10.1007/s10389-026-02804-1 · Cited by 1 · see citing works
Li, J., Tankumpuan, T., Sriyuktasuth, A., & Davidson, P. M. (2026) · Journal of Primary Care & Community Health · doi:10.1177/21501319261434121
Brodski, M., Twelkmeyer, T., Bruch, D., May, S., Muehlensiepen, F., Seifert, F., Spethmann, S., Fleige, G., & Lehnen, M. (2026) · BMC Public Health · doi:10.1186/s12889-026-28392-z
Factors Associated With Digital Health Literacy in the United Kingdom: Cross-Sectional Online Survey
Exton-Smith, H., Sousi, S., Alharbi, A., El-Osta, A. A. R., Greenfield, G., Hayhoe, B. W. J., Majeed, A., & Neves, A. L. (2026) · Journal of Medical Internet Research · doi:10.2196/89136 · Cited by 1 · see citing works
Standaar, L. M. B., van der Vaart, R., Menting, J., Leenaars, K. E. F., Friele, R. D., & van Tuyl, L. H. D. (2026) · INQUIRY The Journal of Health Care Organization Provision and Financing · doi:10.1177/00469580261469829
How digital lifestyles transform women’s exercise participation: a mixed methods study from China
Huang, J., Wu, K., Guan, Q., Liu, Q., & Zuo, Y. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1896888
Reinders, P., Augustin, M., & Otten, M. (2026) · JDDG Journal der Deutschen Dermatologischen Gesellschaft · doi:10.1111/ddg.70010x
Rosle, N. H., Minhat, H. S., Lim, P. Y., & Mokhtar, S. A. (2026) · PLoS ONE · doi:10.1371/journal.pone.0359396
Health app adoption among older adults: A multi-phase domestication perspective
Xu, X., Lockett, M., & Li, B. (2026) · Technological Forecasting and Social Change · doi:10.1016/j.techfore.2026.124898
Smit, A. J. P., Alderlieste, B. Q., Suisse, L. G., Peters, I. A., Lucassen, N., & Joosten, K. (2026) · European Journal of Pediatrics · doi:10.1007/s00431-026-07474-5
Werminghaus, M., Thyson, S., Schatton, D., Gnadlinger, F., Klenzner, T., & Richter, J. (2026) · Cochlear Implants International · doi:10.1080/14670100.2026.2728204
Weisser, A., Öhl, N., Mahlein, A.-K., Ostgathe, C., Steigleder, T., & Heckel, M. (2026) · BMC Palliative Care · doi:10.1186/s12904-026-02345-0
- Authors
- De Santis, K. K., Jahnel, T., Sina, E., Wienert, J., & Zeeb, H.
- Affiliations
- University of Bremen (DE)
- Leibniz Institute for Prevention Research and Epidemiology - BIPS (DE)
- Venue
- JMIR Public Health and Surveillance
- Publisher
- JMIR Publications Inc.
- Published
- 2021-11-22
- Volume
- 7
- Issue
- 11
- Pages
- e32951
- ISSN
- 2369-2960 (ISSN-L)
- PMC
- PMC8612128
- OpenAlex
- W3214851048
- Cited by
- 94
- References
- 34
- Citations by year
- 2026: 19 · 2025: 21 · 2024: 30 · 2023: 11 · 2022: 13
- FWCI
- 15.16
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- JMIR Public Health and Surveillance (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Informationszentrum Lebenswissenschaften (ZB MED) (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Funders
- Freie Hansestadt Bremen
- Leibniz-Gemeinschaft (W4/2018)
- Topics
- Health Sciences › Health Professions › General Health Professions › Health Literacy and Information Accessibility
- Social Sciences › Demography › Technology Use by Older Adults
- Health Sciences › Health Professions › Health Information Management › Health, Technology, Consumer Behavior
- Keywords
- digital health technologies, digital health literacy, COVID-19 contact tracing apps, physical activity, digital divide, sociodemographic factors, smartphone use, Germany, internet users, health information seeking, telecare, remote patient monitoring, telemedicine
- MeSH terms
- COVID-19, SARS-CoV-2, Cross-Sectional Studies, Female, Germany, Humans, Male, Health Literacy, Pandemics
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