{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,19]],"date-time":"2024-09-19T16:25:48Z","timestamp":1726763148271},"reference-count":82,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2022,12,10]],"date-time":"2022-12-10T00:00:00Z","timestamp":1670630400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2022,12,10]],"date-time":"2022-12-10T00:00:00Z","timestamp":1670630400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"funder":[{"DOI":"10.13039\/501100002347","name":"Bundesministerium f\u00fcr Bildung und Forschung","doi-asserted-by":"publisher","award":["16SV7438K"],"id":[{"id":"10.13039\/501100002347","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100009613","name":"Universit\u00e4t Hohenheim","doi-asserted-by":"crossref","id":[{"id":"10.13039\/100009613","id-type":"DOI","asserted-by":"crossref"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Univ Access Inf Soc"],"published-print":{"date-parts":[[2024,6]]},"abstract":"Abstract<\/jats:title>Participation in online activities offers older adults enhanced opportunities to cope with age-related limitations and live a socially connected life. For investigating the factors explaining whether older adults use the internet or not, logistic regression has been used, which requires considerable care in the computation and reporting of regression models. The objective of this review is to assess the extent to which the empirical literature examining internet use among older adults (aged 55\u2009+) addresses commonly recommended quality criteria for logistic regression analysis. We carried out a systematic search in Scopus and PubMed for English-language peer-reviewed articles reporting the application of logistic regression, published between 2010 and 2020. Thirty-six articles were eligible for inclusion. We evaluated the articles for six analytic and three documentation criteria. Every article described the selection of independent variables and their coding. Most studies had sufficient events per independent variable (83%), reported point and interval estimates of effect sizes (81%), and stated the fitting procedure used (81%). The reporting rates were lower for the assessment of model fit (53%), consideration of interactions (44%), and testing for conformity with linear gradient (42%) and collinearity (31%). This review provides comprehensive insights into the state of adoption of logistic regression analysis. We suggest improvements for reporting on the studies specific to older adults\u2019 internet use, which can promote the accurate interpretation of articles and the integration of evidence from single studies.<\/jats:p>","DOI":"10.1007\/s10209-022-00960-1","type":"journal-article","created":{"date-parts":[[2022,12,10]],"date-time":"2022-12-10T08:05:31Z","timestamp":1670659531000},"page":"621-635","update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Application of logistic regression to explain internet use among older adults: a review of the empirical literature"],"prefix":"10.1007","volume":"23","author":[{"ORCID":"http:\/\/orcid.org\/0000-0002-4146-9812","authenticated-orcid":false,"given":"Joerg","family":"Leukel","sequence":"first","affiliation":[]},{"ORCID":"http:\/\/orcid.org\/0000-0003-3362-2693","authenticated-orcid":false,"given":"G\u00fclistan","family":"\u00d6zbek","sequence":"additional","affiliation":[]},{"ORCID":"http:\/\/orcid.org\/0000-0003-2557-3182","authenticated-orcid":false,"given":"Vijayan","family":"Sugumaran","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2022,12,10]]},"reference":[{"key":"960_CR1","unstructured":"Pew Research Center. Internet\/broadband fact sheet. (2021) https:\/\/www.pewresearch.org\/internet\/fact-sheet\/internet-broadband\/. Accessed 01 Nov 2022"},{"key":"960_CR2","doi-asserted-by":"publisher","first-page":"929","DOI":"10.1017\/S1041610219000668","volume":"31","author":"J Berner","year":"2019","unstructured":"Berner, J., Comijs, H., Elmst\u00e5hl, S., et al.: Maintaining cognitive function with internet use: a two-country, six-year longitudinal study. Int. Psychogeriatr. 31, 929\u2013936 (2019). https:\/\/doi.org\/10.1017\/S1041610219000668","journal-title":"Int. Psychogeriatr."},{"key":"960_CR3","doi-asserted-by":"publisher","DOI":"10.2196\/15683","author":"SSM Lam","year":"2020","unstructured":"Lam, S.S.M., Jivraj, S., Scholes, S.: Exploring the relationship between internet use and mental health among older adults in England: longitudinal observational study. J. Med. Internet Res. (2020). https:\/\/doi.org\/10.2196\/15683","journal-title":"J. Med. Internet Res."},{"key":"960_CR4","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1093\/geronb\/gbaa004","volume":"76","author":"K Yu","year":"2021","unstructured":"Yu, K., Wu, S., Chi, I.: Internet use and loneliness of older adults over time: the mediating effect of social contact. J. Gerontol. B Psychol. Sci. Soc. Sci. 76, 541\u2013550 (2021). https:\/\/doi.org\/10.1093\/geronb\/gbaa004","journal-title":"J. Gerontol. B Psychol. Sci. Soc. Sci."},{"key":"960_CR5","doi-asserted-by":"publisher","first-page":"881","DOI":"10.1007\/s10209-018-0617-5","volume":"18","author":"E Hargittai","year":"2018","unstructured":"Hargittai, E., Piper, A.M., Morris, M.R.: From internet access to internet skills: digital inequality among older adults. Univ. Access Inf. Soc. 18, 881\u2013890 (2018). https:\/\/doi.org\/10.1007\/s10209-018-0617-5","journal-title":"Univ. Access Inf. Soc."},{"key":"960_CR6","doi-asserted-by":"publisher","first-page":"1074","DOI":"10.1080\/1369118X.2018.1555270","volume":"23","author":"T Correa","year":"2020","unstructured":"Correa, T., Pavez, I., Contreras, J.: Digital inclusion through mobile phones?: a comparison between mobile-only and computer users in internet access, skills and use. Inf. Commun. Soc. 23, 1074\u20131091 (2020). https:\/\/doi.org\/10.1080\/1369118X.2018.1555270","journal-title":"Inf. Commun. Soc."},{"key":"960_CR7","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1177\/0267323115578059","volume":"30","author":"AJAM van Deursen","year":"2015","unstructured":"van Deursen, A.J.A.M., Helsper, E.J.: A nuanced understanding of Internet use and non-use among the elderly. Eur. J. Commun. 30, 171\u2013187 (2015). https:\/\/doi.org\/10.1177\/0267323115578059","journal-title":"Eur. J. Commun."},{"key":"960_CR8","doi-asserted-by":"publisher","first-page":"967","DOI":"10.1080\/1369118X.2017.1305428","volume":"20","author":"A Quan-Haase","year":"2017","unstructured":"Quan-Haase, A., Mo, G.Y., Wellman, B.: Connected seniors: how older adults in East York exchange social support online and offline. Inf. Commun. Soc. 20, 967\u2013983 (2017). https:\/\/doi.org\/10.1080\/1369118X.2017.1305428","journal-title":"Inf. Commun. Soc."},{"key":"960_CR9","doi-asserted-by":"publisher","DOI":"10.1214\/10-STS330","author":"G Shmueli","year":"2010","unstructured":"Shmueli, G.: To explain or to predict? Stat. Sci. (2010). https:\/\/doi.org\/10.1214\/10-STS330","journal-title":"Stat. Sci."},{"key":"960_CR10","volume-title":"Multivariate data analysis","author":"JFJ Hair","year":"2018","unstructured":"Hair, J.F.J., Babin, B.J., Anderson, R.E., et al.: Multivariate data analysis, 8th edn. Cengage, Andover (2018)","edition":"8"},{"key":"960_CR11","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1007\/s11156-009-0123-1","volume":"34","author":"W Ge","year":"2010","unstructured":"Ge, W., Whitmore, G.A.: Binary response and logistic regression in recent accounting research publications: a methodological note. Rev. Quant. Financ. Acc. 34, 81\u201393 (2010). https:\/\/doi.org\/10.1007\/s11156-009-0123-1","journal-title":"Rev. Quant. Financ. Acc."},{"key":"960_CR12","doi-asserted-by":"publisher","first-page":"259","DOI":"10.1023\/A:1014858517172","volume":"43","author":"C-YJ Peng","year":"2002","unstructured":"Peng, C.-Y.J., So, T.-S.H., Stage, F.K., et al.: The use and interpretation of logistic regression in higher education journals: 1988\u20131999. Res. High Educ. 43, 259\u2013293 (2002). https:\/\/doi.org\/10.1023\/A:1014858517172","journal-title":"Res. High Educ."},{"key":"960_CR13","doi-asserted-by":"publisher","first-page":"56","DOI":"10.1186\/s13690-015-0096-6","volume":"73","author":"F Norstr\u00f6m","year":"2015","unstructured":"Norstr\u00f6m, F.: Poor quality in the reporting and use of statistical methods in public health - the case of unemployment and health. Arch. Public Health 73, 56 (2015). https:\/\/doi.org\/10.1186\/s13690-015-0096-6","journal-title":"Arch. Public Health"},{"key":"960_CR14","doi-asserted-by":"publisher","first-page":"979","DOI":"10.1016\/S0895-4356(01)00372-9","volume":"54","author":"SC Bagley","year":"2001","unstructured":"Bagley, S.C., White, H., Golomb, B.A.: Logistic regression in the medical literature. J. Clin. Epidemiol. 54, 979\u2013985 (2001). https:\/\/doi.org\/10.1016\/S0895-4356(01)00372-9","journal-title":"J. Clin. Epidemiol."},{"key":"960_CR15","doi-asserted-by":"publisher","first-page":"201","DOI":"10.7326\/0003-4819-118-3-199302010-00009","volume":"118","author":"J Concato","year":"1993","unstructured":"Concato, J., Feinstein, A.R., Holford, T.R.: The risk of determining risk with multivariable models. Ann. Intern. Med. 118, 201\u2013210 (1993). https:\/\/doi.org\/10.7326\/0003-4819-118-3-199302010-00009","journal-title":"Ann. Intern. Med."},{"key":"960_CR16","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-19425-7","volume-title":"Regression Modeling Strategies. With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis","author":"FE Harrell","year":"2015","unstructured":"Harrell, F.E.: Regression Modeling Strategies. With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis. Springer International Publishing, Cham (2015)"},{"key":"960_CR17","volume-title":"Applied Regression Analysis and Other Multivariable Methods","author":"DG Kleinbaum","year":"2014","unstructured":"Kleinbaum, D.G., Kupper, L.L., Nizam, A., et al.: Applied Regression Analysis and Other Multivariable Methods, 5th edn. Cengage, Andover (2014)","edition":"5"},{"key":"960_CR18","doi-asserted-by":"publisher","DOI":"10.1002\/0471722146","volume-title":"Applied Logistic Regression","author":"DW Hosmer","year":"2000","unstructured":"Hosmer, D.W., Lemeshow, S.: Applied Logistic Regression. John Wiley & Sons, Hoboken (2000)"},{"key":"960_CR19","doi-asserted-by":"publisher","first-page":"213","DOI":"10.1007\/s11192-015-1765-5","volume":"106","author":"P Mongeon","year":"2016","unstructured":"Mongeon, P., Paul-Hus, A.: The journal coverage of Web of Science and Scopus: a comparative analysis. Scientometrics 106, 213\u2013228 (2016). https:\/\/doi.org\/10.1007\/s11192-015-1765-5","journal-title":"Scientometrics"},{"key":"960_CR20","doi-asserted-by":"publisher","first-page":"5113","DOI":"10.1007\/s11192-021-03948-5","volume":"126","author":"VK Singh","year":"2021","unstructured":"Singh, V.K., Singh, P., Karmakar, M., et al.: The journal coverage of web of science, scopus and dimensions: a comparative analysis. Scientometrics 126, 5113\u20135142 (2021). https:\/\/doi.org\/10.1007\/s11192-021-03948-5","journal-title":"Scientometrics"},{"key":"960_CR21","unstructured":"National Library of Medicine (1988) PubMed. https:\/\/pubmed.ncbi.nlm.nih.gov\/. Accessed 01 Nov 2022"},{"key":"960_CR22","volume-title":"Physical Dimensions of Aging","author":"WW Spirduso","year":"2005","unstructured":"Spirduso, W.W., Francis, K.L., MacRae, P.G.: Physical Dimensions of Aging, 2nd edn. Human Kinetics, Champaign, IL (2005)","edition":"2"},{"key":"960_CR23","doi-asserted-by":"publisher","first-page":"151","DOI":"10.1002\/9780470712184.ch7","volume-title":"Cochrane Handbook for Systematic Reviews of Interventions","author":"JPT Higgins","year":"2008","unstructured":"Higgins, J.P.T., Deeks, J.J.: Selecting studies and collecting data. In: Higgins, J.P.T., Green, S. (eds.) Cochrane Handbook for Systematic Reviews of Interventions, pp. 151\u2013185. John Wiley & Sons, Chichester (2008)"},{"key":"960_CR24","doi-asserted-by":"publisher","first-page":"1147","DOI":"10.1016\/j.jclinepi.2003.05.003","volume":"57","author":"KJ Ottenbacher","year":"2004","unstructured":"Ottenbacher, K.J., Ottenbacher, H.R., Tooth, L., et al.: A review of two journals found that articles using multivariable logistic regression frequently did not report commonly recommended assumptions. J. Clin. Epidemiol. 57, 1147\u20131152 (2004). https:\/\/doi.org\/10.1016\/j.jclinepi.2003.05.003","journal-title":"J. Clin. Epidemiol."},{"key":"960_CR25","first-page":"1071","volume":"69","author":"FE Harrell Jr","year":"1985","unstructured":"Harrell, F.E., Jr., Lee, K.L., Matchar, D.B., et al.: Regression models for prognostic prediction: advantages, problems, and suggested solutions. Cancer Treat Rep. 69, 1071\u20131077 (1985)","journal-title":"Cancer Treat Rep."},{"key":"960_CR26","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1002\/(SICI)1097-0258(19960229)15:4%3C361:AID-SIM168%3E3.0.CO;2-4","volume":"15","author":"FE Harrell","year":"1996","unstructured":"Harrell, F.E., Lee, K.L., Mark, D.B.: Multivariable prognostic models: issues in developing models, evaluating assumptions and adequacy, and measuring and reducing errors. Stat. Med. 15, 361\u2013387 (1996). https:\/\/doi.org\/10.1002\/(SICI)1097-0258(19960229)15:4%3C361:AID-SIM168%3E3.0.CO;2-4","journal-title":"Stat. Med."},{"key":"960_CR27","doi-asserted-by":"publisher","first-page":"993","DOI":"10.1016\/j.jclinepi.2010.11.012","volume":"64","author":"DS Courvoisier","year":"2011","unstructured":"Courvoisier, D.S., Combescure, C., Agoritsas, T., et al.: Performance of logistic regression modeling: beyond the number of events per variable, the role of data structure. J. Clin. Epidemiol. 64, 993\u20131000 (2011). https:\/\/doi.org\/10.1016\/j.jclinepi.2010.11.012","journal-title":"J. Clin. Epidemiol."},{"key":"960_CR28","doi-asserted-by":"publisher","first-page":"644","DOI":"10.7326\/0003-4819-138-8-200304150-00012","volume":"138","author":"MH Katz","year":"2003","unstructured":"Katz, M.H.: Multivariable analysis: a primer for readers of medical research. Ann. Intern. Med. 138, 644\u2013650 (2003). https:\/\/doi.org\/10.7326\/0003-4819-138-8-200304150-00012","journal-title":"Ann. Intern. Med."},{"key":"960_CR29","doi-asserted-by":"publisher","DOI":"10.1002\/9780470382806","volume-title":"Modern Regression Methods","author":"TP Ryan","year":"2008","unstructured":"Ryan, T.P.: Modern Regression Methods, 2nd edn. Wiley and Sons, Hoboken (2008)","edition":"2"},{"key":"960_CR30","doi-asserted-by":"publisher","first-page":"965","DOI":"10.1002\/(SICI)1097-0258(19970515)16:9%3C965:AID-SIM509%3E3.0.CO;2-O","volume":"16","author":"DW Hosmer","year":"1997","unstructured":"Hosmer, D.W., Hosmer, T., Le Cessie, S., et al.: A comparison of goodness-of-fit tests for the logistic regression model. Stat. Med. 16, 965\u2013980 (1997). https:\/\/doi.org\/10.1002\/(SICI)1097-0258(19970515)16:9%3C965:AID-SIM509%3E3.0.CO;2-O","journal-title":"Stat. Med."},{"key":"960_CR31","doi-asserted-by":"publisher","first-page":"1213","DOI":"10.1002\/sim.4780100805","volume":"10","author":"ME Miller","year":"1991","unstructured":"Miller, M.E., Hui, S.L., Tierney, W.M.: Validation techniques for logistic regression models. Stat. Med. 10, 1213\u20131226 (1991). https:\/\/doi.org\/10.1002\/sim.4780100805","journal-title":"Stat. Med."},{"key":"960_CR32","doi-asserted-by":"publisher","first-page":"1138","DOI":"10.1016\/j.jclinepi.2004.04.003","volume":"57","author":"PC Austin","year":"2004","unstructured":"Austin, P.C., Tu, J.V.: Automated variable selection methods for logistic regression produced unstable models for predicting acute myocardial infarction mortality. J. Clin. Epidemiol. 57, 1138\u20131146 (2004). https:\/\/doi.org\/10.1016\/j.jclinepi.2004.04.003","journal-title":"J. Clin. Epidemiol."},{"key":"960_CR33","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pmed.1000097","volume":"6","author":"D Moher","year":"2009","unstructured":"Moher, D., Liberati, A., Tetzlaff, J., et al.: Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. PLoS Med. 6, e1000097 (2009). https:\/\/doi.org\/10.1371\/journal.pmed.1000097","journal-title":"PLoS Med."},{"key":"960_CR34","doi-asserted-by":"publisher","first-page":"1554","DOI":"10.1186\/s12889-020-09659-5","volume":"20","author":"H Ali-Hassan","year":"2020","unstructured":"Ali-Hassan, H., Eloulabi, R., Keethakumar, A.: Internet non-use among Canadian indigenous older adults: aboriginal peoples survey (APS). BMC Public Health 20, 1554 (2020). https:\/\/doi.org\/10.1186\/s12889-020-09659-5","journal-title":"BMC Public Health"},{"key":"960_CR35","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph17239050","author":"P Anderberg","year":"2020","unstructured":"Anderberg, P., Sk\u00e4r, L., Abrahamsson, L., et al.: Older people\u2019s use and nonuse of the internet in Sweden. Int. J. Environ. Res. Public Health (2020). https:\/\/doi.org\/10.3390\/ijerph17239050","journal-title":"Int. J. Environ. Res. Public Health"},{"key":"960_CR36","doi-asserted-by":"publisher","first-page":"119","DOI":"10.1080\/13607863.2011.602958","volume":"16","author":"J Berner","year":"2012","unstructured":"Berner, J., Rennemark, M., Jogr\u00e9us, C., et al.: Distribution of personality, individual characteristics and internet usage in Swedish older adults. Aging Ment. Health 16, 119\u2013126 (2012). https:\/\/doi.org\/10.1080\/13607863.2011.602958","journal-title":"Aging Ment. Health"},{"key":"960_CR37","doi-asserted-by":"publisher","first-page":"152","DOI":"10.1177\/1460458212462151","volume":"19","author":"J Berner","year":"2013","unstructured":"Berner, J., Rennemark, M., Jogr\u00e9us, C., et al.: Factors associated with change in internet usage of Swedish older adults (2004\u20132010). Health Inf. J. 19, 152\u2013162 (2013). https:\/\/doi.org\/10.1177\/1460458212462151","journal-title":"Health Inf. J."},{"key":"960_CR38","doi-asserted-by":"publisher","first-page":"237","DOI":"10.1177\/1460458214521226","volume":"21","author":"J Berner","year":"2015","unstructured":"Berner, J., Rennemark, M., Jogr\u00e9us, C., et al.: Factors influencing internet usage in older adults (65 years and above) living in rural and urban Sweden. Health Inf. J. 21, 237\u2013249 (2015). https:\/\/doi.org\/10.1177\/1460458214521226","journal-title":"Health Inf. J."},{"key":"960_CR39","doi-asserted-by":"publisher","first-page":"72","DOI":"10.1002\/hpja.5","volume":"29","author":"P Burns","year":"2018","unstructured":"Burns, P., Jones, S.C., Caputi, P., et al.: Are older Australians with chronic diseases online? Health Promot. J. Aust. 29, 72\u201378 (2018). https:\/\/doi.org\/10.1002\/hpja.5","journal-title":"Health Promot. J. Aust."},{"key":"960_CR40","doi-asserted-by":"publisher","first-page":"66","DOI":"10.1080\/01634372.2014.913754","volume":"58","author":"J Chang","year":"2015","unstructured":"Chang, J., McAllister, C., McCaslin, R.: Correlates of, and barriers to, internet use among older adults. J. Gerontol. Soc. Work 58, 66\u201385 (2015). https:\/\/doi.org\/10.1080\/01634372.2014.913754","journal-title":"J. Gerontol. Soc. Work"},{"key":"960_CR41","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.1753","author":"NG Choi","year":"2011","unstructured":"Choi, N.G.: Relationship between health service use and health information technology use among older adults: analysis of the US National Health Interview Survey. J. Med. Internet Res. (2011). https:\/\/doi.org\/10.2196\/jmir.1753","journal-title":"J. Med. Internet Res."},{"key":"960_CR42","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.2333","author":"NG Choi","year":"2013","unstructured":"Choi, N.G., DiNitto, D.M.: Internet use among older adults: association with health needs, psychological capital, and social capital. J. Med. Internet Res. (2013). https:\/\/doi.org\/10.2196\/jmir.2333","journal-title":"J. Med. Internet Res."},{"key":"960_CR43","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.2645","author":"NG Choi","year":"2013","unstructured":"Choi, N.G., DiNitto, D.M.: The digital divide among low-income homebound older adults: internet use patterns, eHealth literacy, and attitudes toward computer\/internet use. J. Med. Internet Res. (2013). https:\/\/doi.org\/10.2196\/jmir.2645","journal-title":"J. Med. Internet Res."},{"key":"960_CR44","doi-asserted-by":"publisher","DOI":"10.2196\/11451","author":"E Crouch","year":"2019","unstructured":"Crouch, E., Gordon, N.P.: Prevalence and factors influencing use of internet and electronic health resources by middle-aged and older adults in a US Health Plan population: cross-sectional survey study. JMIR Aging (2019). https:\/\/doi.org\/10.2196\/11451","journal-title":"JMIR Aging"},{"key":"960_CR45","doi-asserted-by":"publisher","first-page":"23","DOI":"10.3109\/02703181.2010.547657","volume":"29","author":"KV Echt","year":"2011","unstructured":"Echt, K.V., Burridge, A.B.: Predictors of reported internet use in older adults with high and low health literacy: the role of socio-demographics and visual and cognitive function. Phys. Occup. Ther. Geriatr. 29, 23\u201343 (2011). https:\/\/doi.org\/10.3109\/02703181.2010.547657","journal-title":"Phys. Occup. Ther. Geriatr."},{"key":"960_CR46","doi-asserted-by":"publisher","first-page":"313","DOI":"10.1177\/1461444814538648","volume":"18","author":"TN Friemel","year":"2016","unstructured":"Friemel, T.N.: The digital divide has grown old: determinants of a digital divide among seniors. New Media Soc. 18, 313\u2013331 (2016). https:\/\/doi.org\/10.1177\/1461444814538648","journal-title":"New Media Soc."},{"key":"960_CR47","doi-asserted-by":"publisher","first-page":"233","DOI":"10.17645\/si.v8i2.2607","volume":"8","author":"V Gallistl","year":"2020","unstructured":"Gallistl, V., Rohner, R., Seifert, A., et al.: Configuring the older non-user: between research, policy and practice of digital exclusion. Soc. Incl. 8, 233\u2013243 (2020). https:\/\/doi.org\/10.17645\/si.v8i2.2607","journal-title":"Soc. Incl."},{"key":"960_CR48","doi-asserted-by":"publisher","first-page":"335","DOI":"10.1093\/heapro\/dau106","volume":"31","author":"T Gazibara","year":"2016","unstructured":"Gazibara, T., Kurtagic, I., Kisic-Tepavcevic, D., et al.: Computer and online health information literacy among Belgrade citizens aged 66\u201389 years. Health Promot. Int. 31, 335\u2013343 (2016). https:\/\/doi.org\/10.1093\/heapro\/dau106","journal-title":"Health Promot. Int."},{"key":"960_CR49","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1007\/978-3-030-39927-6_17","volume-title":"Economic and Financial Challenges for Balkan and Eastern European Countries","author":"E Gounopoulos","year":"2020","unstructured":"Gounopoulos, E., Kazanidis, I., Valsamidis, S., et al.: A hierarchical analysis of internet adoption and usage by the seniors. In: Janowicz-Lomott, M., \u0141yskawa, K., Polychronidou, P., et al. (eds.) Economic and Financial Challenges for Balkan and Eastern European Countries, pp. 273\u2013289. Springer International Publishing, Cham (2020)"},{"key":"960_CR50","doi-asserted-by":"publisher","DOI":"10.22230\/cjc.2017v42n2a3176","author":"E Hargittai","year":"2017","unstructured":"Hargittai, E., Dobransky, K.: Old dogs, new clicks: digital inequality in skills and uses among older adults. Can. J. Commun. (2017). https:\/\/doi.org\/10.22230\/cjc.2017v42n2a3176","journal-title":"Can. J. Commun."},{"key":"960_CR51","doi-asserted-by":"publisher","first-page":"856","DOI":"10.1093\/geronb\/gbw100","volume":"72","author":"YA Hong","year":"2017","unstructured":"Hong, Y.A., Cho, J.: Has the digital health divide widened? Trends of health-related internet use among older adults from 2003 to 2011. J. Gerontol. B Psychol. Sci. Soc. Sci. 72, 856\u2013863 (2017). https:\/\/doi.org\/10.1093\/geronb\/gbw100","journal-title":"J. Gerontol. B Psychol. Sci. Soc. Sci."},{"key":"960_CR52","doi-asserted-by":"publisher","DOI":"10.2196\/jmir.5507","author":"NS Ker\u00e4nen","year":"2017","unstructured":"Ker\u00e4nen, N.S., Kangas, M., Immonen, M., et al.: Use of information and communication technologies among older people with and without frailty: a population-based survey. J. Med. Internet Res. (2017). https:\/\/doi.org\/10.2196\/jmir.5507","journal-title":"J. Med. Internet Res."},{"key":"960_CR53","doi-asserted-by":"publisher","DOI":"10.3390\/medicina55060253","author":"V Lesauskait\u0117","year":"2019","unstructured":"Lesauskait\u0117, V., Damulevi\u010dien\u0117, G., Kna\u0161ien\u0117, J., et al.: Older adults \u2013 potential users of technologies. Medicina (2019). https:\/\/doi.org\/10.3390\/medicina55060253","journal-title":"Medicina"},{"key":"960_CR54","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1007\/978-3-030-50232-4_18","volume-title":"Human Aspects of IT for the Aged Population","author":"J Leukel","year":"2020","unstructured":"Leukel, J., Schehl, B., Sugumaran, V.: To do or not to do: how socio-demographic characteristics of older adults are associated with online activities. In: Gao, Q., Zhou, J. (eds.) Human Aspects of IT for the Aged Population, pp. 255\u2013268. Technology and society, Springer International Publishing, Cham (2020)"},{"key":"960_CR55","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1016\/j.poetic.2015.06.002","volume":"52","author":"S Lissitsa","year":"2015","unstructured":"Lissitsa, S., Chachashvili-Bolotin, S.: Does the wind of change blow in late adulthood? Adoption of ICT by senior citizens during the past decade. Poetics 52, 44\u201363 (2015). https:\/\/doi.org\/10.1016\/j.poetic.2015.06.002","journal-title":"Poetics"},{"key":"960_CR56","doi-asserted-by":"publisher","DOI":"10.2196\/19061","author":"S Park","year":"2020","unstructured":"Park, S., Kim, B.: Predictors of internet use among older adults with diabetes in South Korea: survey study. JMIR Med. Inf. (2020). https:\/\/doi.org\/10.2196\/19061","journal-title":"JMIR Med. Inf."},{"key":"960_CR57","doi-asserted-by":"publisher","first-page":"692","DOI":"10.1016\/j.pcd.2020.08.005","volume":"14","author":"S Park","year":"2020","unstructured":"Park, S., Kim, B.: Readiness for utilizing digital intervention: patterns of internet use among older adults with diabetes. Prim. Care Diabetes 14, 692\u2013697 (2020). https:\/\/doi.org\/10.1016\/j.pcd.2020.08.005","journal-title":"Prim. Care Diabetes"},{"key":"960_CR58","doi-asserted-by":"publisher","DOI":"10.2196\/15543","author":"J Quittschalle","year":"2020","unstructured":"Quittschalle, J., Stein, J., Luppa, M., et al.: Internet use in old age: results of a German population-representative survey. J. Med. Internet Res. (2020). https:\/\/doi.org\/10.2196\/15543","journal-title":"J. Med. Internet Res."},{"key":"960_CR59","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1007\/978-3-319-39943-0_22","volume-title":"Human Aspects of IT for the Aged Population. Design for Aging","author":"P R\u00e4s\u00e4nen","year":"2016","unstructured":"R\u00e4s\u00e4nen, P., Koiranen, I.: Changing patterns of ICT use in Finland \u2013 the senior citizens\u2019 perspective. In: Zhou, J., Salvendy, G. (eds.) Human Aspects of IT for the Aged Population. Design for Aging, pp. 226\u2013237. Springer International Publishing, Cham (2016)"},{"key":"960_CR60","doi-asserted-by":"publisher","first-page":"211","DOI":"10.1007\/978-3-642-39191-0_24","volume-title":"Universal access in human-computer interaction. User and context diversity","author":"D Richter","year":"2013","unstructured":"Richter, D., Bannier, S., Glott, R., et al.: Are internet and social network usage associated with wellbeing and social inclusion of seniors? \u2013 The Third Age Online Survey on digital media use in three european countries. In: Hutchison, D., Kanade, T., Kittler, J., et al. (eds.) Universal access in human-computer interaction. User and context diversity, pp. 211\u2013220. Springer, Berlin, Heidelberg (2013)"},{"key":"960_CR61","doi-asserted-by":"publisher","DOI":"10.2196\/15906","author":"MS Sedrak","year":"2020","unstructured":"Sedrak, M.S., Soto-Perez-De-Celis, E., Nelson, R.A., et al.: Online health information-seeking among older women with chronic illness: analysis of the Women\u2019s Health Initiative. J. Med. Internet Res. (2020). https:\/\/doi.org\/10.2196\/15906","journal-title":"J. Med. Internet Res."},{"key":"960_CR62","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1080\/03601277.2018.1427495","volume":"44","author":"A Seifert","year":"2018","unstructured":"Seifert, A., Wahl, H.-W.: Young at heart and online? Subjective age and internet use in two Swiss survey studies. Educ. Gerontol. 44, 139\u2013147 (2018). https:\/\/doi.org\/10.1080\/03601277.2018.1427495","journal-title":"Educ. Gerontol."},{"key":"960_CR63","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1080\/03601277.2017.1326224","volume":"43","author":"A Seifert","year":"2017","unstructured":"Seifert, A., Doh, M., Wahl, H.-W.: They also do it: internet use by older adults living in residential care facilities. Educ. Gerontol. 43, 451\u2013461 (2017). https:\/\/doi.org\/10.1080\/03601277.2017.1326224","journal-title":"Educ. Gerontol."},{"key":"960_CR64","doi-asserted-by":"publisher","first-page":"96","DOI":"10.1080\/07359683.2015.1000758","volume":"32","author":"X Sheng","year":"2015","unstructured":"Sheng, X., Simpson, P.M.: Health care information seeking and seniors: determinants of internet use. Health Mark Q 32, 96\u2013112 (2015). https:\/\/doi.org\/10.1080\/07359683.2015.1000758","journal-title":"Health Mark Q"},{"key":"960_CR65","doi-asserted-by":"publisher","first-page":"35","DOI":"10.1080\/08959420.2016.1187036","volume":"29","author":"A Siren","year":"2017","unstructured":"Siren, A., Knudsen, S.G.: Older adults and emerging digital service delivery: a mixed methods study on information and communications technology use, skills, and attitudes. J. Aging Soc. Policy 29, 35\u201350 (2017). https:\/\/doi.org\/10.1080\/08959420.2016.1187036","journal-title":"J. Aging Soc. Policy"},{"key":"960_CR66","doi-asserted-by":"publisher","first-page":"1386","DOI":"10.1186\/s12889-020-09448-0","volume":"20","author":"X Sun","year":"2020","unstructured":"Sun, X., Yan, W., Zhou, H., et al.: Internet use and need for digital health technology among the elderly: a cross-sectional survey in China. BMC Public Health 20, 1386 (2020). https:\/\/doi.org\/10.1186\/s12889-020-09448-0","journal-title":"BMC Public Health"},{"key":"960_CR67","doi-asserted-by":"publisher","DOI":"10.2196\/15320","author":"ME Waring","year":"2019","unstructured":"Waring, M.E., Hills, M.T., Lessard, D.M., et al.: Characteristics associated with Facebook use and interest in digital disease support among older adults with atrial fibrillation: cross-sectional analysis of baseline data from the Systematic Assessment of Geriatric Elements in Atrial Fibrillation (SAGE-AF) Cohort. JMIR Cardio. (2019). https:\/\/doi.org\/10.2196\/15320","journal-title":"JMIR Cardio."},{"key":"960_CR68","doi-asserted-by":"publisher","DOI":"10.2196\/15099","author":"W Weber","year":"2020","unstructured":"Weber, W., Reinhardt, A., Rossmann, C.: Lifestyle segmentation to explain the online health information-seeking behavior of older adults: representative telephone survey. J. Med. Internet Res. (2020). https:\/\/doi.org\/10.2196\/15099","journal-title":"J. Med. Internet Res."},{"key":"960_CR69","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1177\/0733464818770772","volume":"39","author":"H Yoon","year":"2020","unstructured":"Yoon, H., Jang, Y., Vaughan, P.W., et al.: Older adults\u2019 internet use for health information: digital divide by race\/ethnicity and socioeconomic status. J. Appl. Gerontol. 39, 105\u2013110 (2020). https:\/\/doi.org\/10.1177\/0733464818770772","journal-title":"J. Appl. Gerontol."},{"key":"960_CR70","doi-asserted-by":"publisher","first-page":"3937","DOI":"10.1177\/1461444818787348","volume":"20","author":"A Hunsaker","year":"2018","unstructured":"Hunsaker, A., Hargittai, E.: A review of internet use among older adults. New Media Soc. 20, 3937\u20133954 (2018). https:\/\/doi.org\/10.1177\/1461444818787348","journal-title":"New Media Soc."},{"key":"960_CR71","doi-asserted-by":"publisher","first-page":"75","DOI":"10.1093\/epirev\/mxs009","volume":"35","author":"ME Salive","year":"2013","unstructured":"Salive, M.E.: Multimorbidity in older adults. Epidemiol. Rev. 35, 75\u201383 (2013). https:\/\/doi.org\/10.1093\/epirev\/mxs009","journal-title":"Epidemiol. Rev."},{"key":"960_CR72","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2021.104411","volume":"149","author":"MA Ali","year":"2021","unstructured":"Ali, M.A., Alam, K., Taylor, B., et al.: Examining the determinants of eHealth usage among elderly people with disability: the moderating role of behavioural aspects. Int. J. Med. Inf. 149, 104411 (2021). https:\/\/doi.org\/10.1016\/j.ijmedinf.2021.104411","journal-title":"Int. J. Med. Inf."},{"key":"960_CR73","doi-asserted-by":"publisher","first-page":"1686","DOI":"10.1111\/j.1600-6143.2010.03141.x","volume":"10","author":"AC Kalil","year":"2010","unstructured":"Kalil, A.C., Mattei, J., Florescu, D.F., et al.: Recommendations for the assessment and reporting of multivariable logistic regression in transplantation literature. Am. J. Transp. 10, 1686\u20131694 (2010). https:\/\/doi.org\/10.1111\/j.1600-6143.2010.03141.x","journal-title":"Am. J. Transp."},{"key":"960_CR74","doi-asserted-by":"publisher","DOI":"10.1097\/MD.0000000000006972","volume":"96","author":"Y-Y Zhang","year":"2017","unstructured":"Zhang, Y.-Y., Zhou, X.-B., Wang, Q.-Z., et al.: Quality of reporting of multivariable logistic regression models in Chinese clinical medical journals. Medicine 96, e6972 (2017). https:\/\/doi.org\/10.1097\/MD.0000000000006972","journal-title":"Medicine"},{"key":"960_CR75","doi-asserted-by":"publisher","first-page":"906","DOI":"10.1287\/isre.2013.0480","volume":"24","author":"M Lin","year":"2013","unstructured":"Lin, M., Lucas, H.C., Shmueli, G.: Research commentary \u2014 Too big to fail: large samples and the p-value problem. Inf. Syst. Res. 24, 906\u2013917 (2013). https:\/\/doi.org\/10.1287\/isre.2013.0480","journal-title":"Inf. Syst. Res."},{"key":"960_CR76","doi-asserted-by":"publisher","first-page":"129","DOI":"10.1080\/00031305.2016.1154108","volume":"70","author":"RL Wasserstein","year":"2016","unstructured":"Wasserstein, R.L., Lazar, N.A.: The ASA statement on p-values: context, process, and purpose. Am. Stat. 70, 129\u2013133 (2016). https:\/\/doi.org\/10.1080\/00031305.2016.1154108","journal-title":"Am. Stat."},{"key":"960_CR77","doi-asserted-by":"publisher","first-page":"337","DOI":"10.1007\/s10654-016-0149-3","volume":"31","author":"S Greenland","year":"2016","unstructured":"Greenland, S., Senn, S.J., Rothman, K.J., et al.: Statistical tests, p values, confidence intervals, and power: a guide to misinterpretations. Eur. J. Epidemiol. 31, 337\u2013350 (2016). https:\/\/doi.org\/10.1007\/s10654-016-0149-3","journal-title":"Eur. J. Epidemiol."},{"key":"960_CR78","doi-asserted-by":"publisher","first-page":"6","DOI":"10.1111\/tri.12895","volume":"30","author":"G Heinze","year":"2017","unstructured":"Heinze, G., Dunkler, D.: Five myths about variable selection. Transpl Int 30, 6\u201310 (2017). https:\/\/doi.org\/10.1111\/tri.12895","journal-title":"Transpl Int"},{"key":"960_CR79","doi-asserted-by":"publisher","DOI":"10.1177\/08944393221117753","author":"A Petrov\u010di\u010d","year":"2022","unstructured":"Petrov\u010di\u010d, A., Reisdorf, B.C., Gro\u0161elj, D., et al.: A typology of aging internet users: exploring digital gradations in internet skills and uses. Soc. Sci. Comput. Rev. (2022). https:\/\/doi.org\/10.1177\/08944393221117753","journal-title":"Soc. Sci. Comput. Rev."},{"key":"960_CR80","doi-asserted-by":"publisher","first-page":"1207","DOI":"10.1177\/0002764218777572","volume":"62","author":"A Quan-Haase","year":"2018","unstructured":"Quan-Haase, A., Williams, C., Kicevski, M., et al.: Dividing the grey divide: deconstructing myths about older adults\u2019 online activities, skills, and attitudes. Am. Behav. Sci. 62, 1207\u20131228 (2018). https:\/\/doi.org\/10.1177\/0002764218777572","journal-title":"Am. Behav. Sci."},{"key":"960_CR81","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1093\/intqhc\/mzg031","volume":"15","author":"K Kelley","year":"2003","unstructured":"Kelley, K., Clark, B., Brown, V., et al.: Good practice in the conduct and reporting of survey research. Int. J. Qual. Health Care 15, 261\u2013266 (2003). https:\/\/doi.org\/10.1093\/intqhc\/mzg031","journal-title":"Int. J. Qual. Health Care"},{"key":"960_CR82","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2019.113136","volume":"126","author":"W Hui","year":"2019","unstructured":"Hui, W., Lui, S.M., Lau, W.K.: A reporting guideline for IS survey research. Decis. Support Syst. 126, 113136 (2019). https:\/\/doi.org\/10.1016\/j.dss.2019.113136","journal-title":"Decis. Support Syst."}],"container-title":["Universal Access in the Information Society"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10209-022-00960-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10209-022-00960-1\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10209-022-00960-1.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,28]],"date-time":"2024-05-28T13:04:58Z","timestamp":1716901498000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10209-022-00960-1"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12,10]]},"references-count":82,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2024,6]]}},"alternative-id":["960"],"URL":"https:\/\/doi.org\/10.1007\/s10209-022-00960-1","relation":{},"ISSN":["1615-5289","1615-5297"],"issn-type":[{"value":"1615-5289","type":"print"},{"value":"1615-5297","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12,10]]},"assertion":[{"value":"30 November 2022","order":1,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"10 December 2022","order":2,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}