eHealth usage patterns of European general practitioners: A five-year (2002–2007) comparative study
Abstract
Purpose This paper provides a five-year (2002-2007) comparative segmentation analysis of how the Internet and dedicated health networks are used by European general practitioners (GPs) and the extent to which external factors affect their use of various eHealth services.Methods Two cross-national sets of survey data collected in 2002 (n=3512) and 2007 (n=3948) have been analyzed. These databases provide information on physicians' eHealth uses in EU-15 countries, including sociodemographic indicators such as country, age, sex, location, and size of the medical practice.Results A total of 3512 and 3948 physicians, respectively, participated in the 2002 and 2007 studies. The percentage of GPs accessing the Internet or a dedicated health network increased from 64.5% in 2002 to 77.1% in 2007. Only these physicians were included in the latent class cluster analyses performed on both datasets, yielding three segments of eHealth users plus a group of non-Internet users. Thus, the following four final segments were identified in the years 2002 and 2007: 'Information Searchers/Average Users', 'Advanced Users/Adv. Users (ePrescribers)', 'Laggards', and 'Non-Internet Users'. Contingency table analyses relating external indicators to physicians' usage patterns of eHealth services confirmed strong country differences, low to moderate age influences reflecting a cohort effect, and moderate effects of practice size, both in 2002 and 2007. Conversely, very weak influences were observed for physicians' sex and location of the medical practice.Conclusion A positive evolution is clearly observable in European primary care physicians' use of eHealth, mainly with regard to online medical information searches, use of electronic health care records, and (to a lesser extent) electronic transfers of patient data. The international comparative profiling of European GPs' eHealth usage patterns contributes to more efficient and continually adapted promotion strategies, aimed at fostering the diffusion of eHealth applications among medical professionals of the analyzed EU-15 countries.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Previous research has shown that the correlation of Internet affinity and Internet usage of physicians based on general demographic data such as age is continuously decreasing.
“As previous research has shown that the correlation of Internet affinity and Internet usage of physicians based on general demographic data such as age is continuously decreasing [8-10], we argue that motive research might prove a useful technique for increasing our understanding of physicians’ professional Internet use and related variables.”
Cites
Rogers, E. M., Singhal, A., & Quinlan, M. M. (2019) · Routledge eBooks · doi:10.4324/9780203710753-35 · Cited by 37,557 · see citing works
Valente, T. W. (2003) · Genetics in Medicine · doi:10.1097/01.gim.0000061743.67794.c4 · Cited by 20,555 · see citing works
Eysenbach, G. (2001) · Journal of Medical Internet Research · doi:10.2196/jmir.3.2.e20 · Cited by 2,449 · see citing works
Hagenaars, J. A. P., & McCutcheon, A. L. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511499531 · Cited by 1,983 · see citing works
Vermunt, J. K., & Magidson, J. (2002) · Cambridge University Press eBooks · doi:10.1017/cbo9780511499531.004 · Cited by 1,815 · see citing works
Hillestad, R., Bigelow, J., Bower, A., Girosi, F., Meili, R., Scoville, R., & Taylor, R. (2005) · Health Affairs · doi:10.1377/hlthaff.24.5.1103 · Cited by 1,675 · see citing works
Häyrinen, K., Saranto, K., & Nykänen, P. (2008) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2007.09.001 · Cited by 1,303 · see citing works
What Is eHealth (3): A Systematic Review of Published Definitions
Oh, H., Jadad, A., Rizo, C., Enkin, M., Powell, J., & Pagliari, C. (2005) · Journal of Medical Internet Research · doi:10.2196/jmir.7.1.e1 · Cited by 1,015 · see citing works
A Multivariate Analysis of Web Usage
Korgaonkar, P. K., & Wolin, L. D. (1999) · Journal of Advertising Research · doi:10.1080/00218499.1999.12466601 · Cited by 934 · see citing works
Latent class models for clustering : a comparison with K-means
Magidson, J., & Vermunt, J. K. (2002) · Data Archiving and Networked Services (DANS) · Cited by 758 · see citing works
Rice, R. E. (2005) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2005.07.032 · Cited by 721 · see citing works
European citizens' use of E-health services: A study of seven countries
Andreassen, H. K., Bujnowska-Fedak, M. M., Chronaki, C. E., Dumitru, R. C., Pudule, I., Santana, S., Voss, H., & Wynn, R. (2007) · BMC Public Health · doi:10.1186/1471-2458-7-53 · Cited by 676 · see citing works
Andersen, R., Hagenaars, J. A. P., & McCutcheon, A. L. (2003) · The Canadian Journal of Sociology · doi:10.2307/3341848 · Cited by 635 · see citing works
What Is eHealth (4): A Scoping Exercise to Map the Field
Pagliari, C., Sloan, D., Gregor, P., Sullivan, F., Detmer, D., Kahan, J. P., Oortwijn, W., & MacGillivray, S. (2005) · Journal of Medical Internet Research · doi:10.2196/jmir.7.1.e9 · Cited by 479 · see citing works
Help seeking behavior and the Internet: A national survey
Ybarra, M. L., & Suman, M. (2006) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2005.07.029 · Cited by 466 · see citing works
Murray, E., Lo, B., Pollack, L. M., Donelan, K., Catania, J., Lee, K. C. L., Zapert, K., & Turner, R. (2003) · Journal of Medical Internet Research · doi:10.2196/jmir.5.3.e17 · Cited by 462 · see citing works
The use of health information technology in seven nations
Jha, A. K., Doolan, D., Grandt, D., Scott, T., & Bates, D. W. (2008) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2008.06.007 · Cited by 420 · see citing works
International market segmentation: issues and perspectives
Steenkamp, J.-B. E. M., & Hofstede, F. T. (2002) · International Journal of Research in Marketing · doi:10.1016/s0167-8116(02)00076-9 · Cited by 385 · see citing works
Data Analysis & Statistics for Nursing Research
Polit, D. F. (1996) · Cited by 354 · see citing works
Techno-Ready Marketing: How and Why Your Customers Adopt Technology
Parasuraman, A., & Colby, C. L. (2001) · Medical Entomology and Zoology · Cited by 336 · see citing works
Dutta, M. J. (2004) · Journal of Medical Internet Research · doi:10.2196/jmir.6.2.e15 · Cited by 247 · see citing works
Techno‐Ready Marketing: How and Why Your Customers Adopt Technology
(2002) · Journal of Consumer Marketing · doi:10.1108/jcm.2002.19.4.359.1 · Cited by 242 · see citing works
Family Medicine Patients' Use of the Internet for Health Information: A MetroNet Study
Schwartz, K., Roe, T., Northrup, J., Meza, J. P., Seifeldin, R., & Neale, A. V. (2006) · The Journal of the American Board of Family Medicine · doi:10.3122/jabfm.19.1.39 · Cited by 213 · see citing works
Who’s Using PDAs? Estimates of PDA Use by Health Care Providers: A Systematic Review of Surveys
Garritty, C., & Emam, K. E. (2006) · Journal of Medical Internet Research · doi:10.2196/jmir.8.2.e7 · Cited by 198 · see citing works
Hart, A., Henwood, F., & Wyatt, S. (2004) · Journal of Medical Internet Research · doi:10.2196/jmir.6.3.e36 · Cited by 193 · see citing works
Physician internet medical information seeking and on-line continuing education use patterns
Casebeer, L. L., Bennett, N. L., Kristofco, R. E., Carillo, A., & Centor, R. M. (2002) · Journal of Continuing Education in the Health Professions · doi:10.1002/chp.1340220105 · Cited by 193 · see citing works
Survey of doctors’ experience of patients using the Internet
Potts, H. W. W., & Wyatt, J. C. (2002) · Journal of Medical Internet Research · doi:10.2196/jmir.4.1.e5 · Cited by 190 · see citing works
Which Physicians And Practices Are Using Electronic Medical Records?
Burt, C. W., & Sisk, J. E. (2005) · Health Affairs · doi:10.1377/hlthaff.24.5.1334 · Cited by 159 · see citing works
Beckjord, E. B., Rutten, L. J. F., Squiers, L., Arora, N. K., Volckmann, L. N., Moser, R. P., & Hesse, B. W. (2007) · Journal of Medical Internet Research · doi:10.2196/jmir.9.3.e20 · Cited by 158 · see citing works
Information technologies: when will they make it into physicians' black bags?
Audet, A., Doty, M. M., Peugh, J., Shamasdin, J., Zapert, K., & Schoenbaum, S. C. (2004) · PubMed Central · Cited by 153 · see citing works
For what purpose and reasons do doctors use the Internet: A systematic review
Masters, K. (2008) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2006.10.002 · Cited by 151 · see citing works
Country and consumer segmentation: multi-level latent class analysis of financial product ownership
Bijmolt, T. H. A., Paas, L. J., & Vermunt, J. K. (2004) · International Journal of Research in Marketing · doi:10.1016/j.ijresmar.2004.06.002 · Cited by 151 · see citing works
Brooks, R. G., & Menachemi, N. (2006) · Journal of Medical Internet Research · doi:10.2196/jmir.8.1.e2 · Cited by 145 · see citing works
Doctors Who Are Using E-mail With Their Patients: a Qualitative Exploration
Patt, M. R., Houston, T. K., Jenckes, M. W., Sands, D. Z., & Ford, D. E. (2003) · Journal of Medical Internet Research · doi:10.2196/jmir.5.2.e9 · Cited by 143 · see citing works
Service profiles of general practitioners in Europe. European GP Task Profile Study.
Boerma, W. G. W., van der Zee, J., & Fleming, D. (1997) · PubMed · Cited by 131 · see citing works
Patterns of ICT diffusion across the European Union
Vicente, M. R., & Menéndez, A. J. L. (2006) · Economics Letters · doi:10.1016/j.econlet.2006.03.039 · Cited by 129 · see citing works
Choosing models in model-based clustering and discriminant analysis
Christophe Biernacki, A., & Govaert, G. (1999) · Journal of Statistical Computation and Simulation · doi:10.1080/00949659908811966 · Cited by 124 · see citing works
Physicians' Experiences Using Commercial E-Prescribing Systems
Grossman, J. M., Gerland, A. M., Reed, M. C., & Fahlman, C. (2007) · Health Affairs · doi:10.1377/hlthaff.26.3.w393 · Cited by 102 · see citing works
Handbook of Market Segmentation: Strategic Targeting for Business and Technology Firms
Weinstein, A. T. (2004) · NSUWorks (Nova Southeastern University) · Cited by 88 · see citing works
Physician use of IT: results from the Deloitte Research Survey.
Miller, R. H., Hillman, J. M., & Given, R. S. (2004) · PubMed · Cited by 79 · see citing works
The Conceptual ization and Measurement of Product Usage
Ram, S., & Jung, H.-S. (1990) · Journal of the Academy of Marketing Science · doi:10.1007/bf02729763 · Cited by 78 · see citing works
What factors affect the use of electronic patient records by Irish GPs?
Meade, B., Buckley, D., & Boland, M. (2009) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2009.03.004 · Cited by 71 · see citing works
eHealth Research and Healthcare Delivery
Curry, S. J. (2007) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2007.01.026 · Cited by 61 · see citing works
Handbook of Market Segmentation: Strategic Targeting for Business and Technology Firms
Simkin, L. P. (2005) · Journal of Targeting Measurement and Analysis for Marketing · doi:10.1057/palgrave.jt.5740144 · Cited by 60 · see citing works
Assessing the global accessibility of the Internet
Ngini, C. U., Furnell, S., & Ghita, B. (2002) · Internet Research · doi:10.1108/10662240210438399 · Cited by 42 · see citing works
Service profiles of general practitioners in Europe.
Boerma, W. G. W., Zee, J. V. D., & Fleming, D. M. (1997) · Data Archiving and Networked Services (DANS) · Cited by 41 · see citing works
Diffusion and usage patterns of Internet services in the European Union
Egea, J. M. O., Menéndez, M. R., & González, M. V. R. (2007) · DOAJ (DOAJ: Directory of Open Access Journals) · Cited by 40 · see citing works
Self-citationBarriers to accepting e‐prescribing in the USA
Smith, A. D. (2006) · International Journal of Health Care Quality Assurance · doi:10.1108/09526860610651690 · Cited by 35 · see citing works
What is the best global strategy for the Internet?
Guillén, M. F. (2002) · Business Horizons · doi:10.1016/s0007-6813(02)00201-x · Cited by 33 · see citing works
Factors affecting patient-physician communication via the Internet.
Slakey, D. P., & Nowfar, S. (2004) · PubMed · Cited by 6 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Brant, H., Atherton, H., Ziebland, S., McKinstry, B., Campbell, J. L., & Salisbury, C. (2016) · British Journal of General Practice · doi:10.3399/bjgp16x685597 · Cited by 120 · see citing works
Moick, M., & Terlutter, R. (2012) · Medicine 2.0 · doi:10.2196/med20.1996 · Cited by 37 · see citing works
Nursing Informatics Certification Worldwide: History, Pathway, Roles, and Motivation
Cummins, M. R., Gundlapalli, A. V., Murray, P., Park, H.-A., Lehmann, C. U., & Gundlapalli, A. V. (2016) · Yearbook of Medical Informatics · doi:10.15265/iy-2016-039 · Cited by 37 · see citing works
- Authors
- Ortega Egea, J. M., González, M. V. R., & Menéndez, M. R.
- Affiliations
- University of Almería (ES)
- Venue
- International Journal of Medical Informatics
- Publisher
- Elsevier BV
- Published
- 2010-08
- Volume
- 79
- Issue
- 8
- Pages
- 539-553
- ISSN
- 1386-5056 (ISSN-L)
- OpenAlex
- W1982044773
- Cited by
- 31
- References
- 50
- Citations by year
- 2024: 1 · 2023: 1 · 2022: 1 · 2021: 1 · 2020: 3 · 2019: 1 · 2018: 3 · 2017: 4 · 2016: 7 · 2015: 1 · 2014: 3 · 2013: 3 · 2012: 2
- FWCI
- 2.99
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Medical Informatics (publishedVersion)
- PubMed (publishedVersion)
- Funders
- European Commission
- Topics
- Health Sciences › Health Professions › Health Information Management › Electronic Health Records Systems
- Health Sciences › Health Professions › General Health Professions › Health Literacy and Information Accessibility
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Telemedicine and Telehealth Implementation
- Keywords
- digital health adoption, general practitioners, health networks, electronic prescribing, electronic health records, primary care, cross-national comparison, practice size, cohort effects
- MeSH terms
- European Union, Geography, Information Services, Physicians, Family, Cluster Analysis, Internet
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review