{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T05:15:44Z","timestamp":1761110144878},"reference-count":46,"publisher":"Springer Science and Business Media LLC","issue":"10","license":[{"start":{"date-parts":[[2015,8,25]],"date-time":"2015-08-25T00:00:00Z","timestamp":1440460800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Med Syst"],"published-print":{"date-parts":[[2015,10]]},"DOI":"10.1007\/s10916-015-0319-y","type":"journal-article","created":{"date-parts":[[2015,8,24]],"date-time":"2015-08-24T03:14:19Z","timestamp":1440386059000},"update-policy":"http:\/\/dx.doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":18,"title":["Mobile Applications for Type 2 Diabetes Risk Estimation: a Systematic Review"],"prefix":"10.1007","volume":"39","author":[{"given":"Nino","family":"Fijacko","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Petra Povalej","family":"Brzan","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gregor","family":"Stiglic","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2015,8,25]]},"reference":[{"key":"319_CR1","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1016\/j.diabres.2009.10.007","volume":"87","author":"JE Shaw","year":"2011","unstructured":"Shaw, J. E., Sicree, R. A., and Zimmet, P. Z., Global estimates of the prevalence of diabetes for 2010 and 2030. Diabetes Res Clin Pract 87:4\u201314, 2011.","journal-title":"Diabetes Res Clin Pract"},{"key":"319_CR2","doi-asserted-by":"crossref","first-page":"871","DOI":"10.1007\/s10586-013-0315-2","volume":"17","author":"EY Jung","year":"2014","unstructured":"Jung, E. Y., Kim, J., Chung, K. Y., and Park, D. K., Factors influencing the acceptance of telemedicine for diabetes management. Clust Comput 17:871\u2013880, 2014.","journal-title":"Clust Comput"},{"key":"319_CR3","doi-asserted-by":"crossref","unstructured":"Donsa, K., Spat, S., Beck, P., Pieber, T. R., and Holzinger A., Towards personalization of diabetes therapy using computerized decision support and machine learning: some open problems and challenges. In Smart Health. Springer International Publishing 237\u2013260, 2015.","DOI":"10.1007\/978-3-319-16226-3_10"},{"key":"319_CR4","doi-asserted-by":"crossref","first-page":"99","DOI":"10.1089\/dia.2008.0022","volume":"11","author":"DA Hanauer","year":"2009","unstructured":"Hanauer, D. A., Wentzell, K., Laffel, N., and Laffel, L. M., Computerized Automated Reminder Diabetes System (CARDS): E-mail and SMS cell phone text messaging reminders to support diabetes management. Diabetes Technol Ther 11:99\u2013106, 2009.","journal-title":"Diabetes Technol Ther"},{"key":"319_CR5","doi-asserted-by":"crossref","first-page":"983","DOI":"10.1177\/193229681200600433","volume":"6","author":"K Waki","year":"2012","unstructured":"Waki, K., Fujitaa, H., Uchimuraa, Y., Aramakia, E., Omaeb, K., Kadowakia, T., and Ohea, K., DialBetics: smartphone-based selfmanagement for type 2 diabetes patients. J Diabetes Sci Technol 6:983\u2013985, 2012.","journal-title":"J Diabetes Sci Technol"},{"key":"319_CR6","doi-asserted-by":"crossref","first-page":"74","DOI":"10.1177\/1460458213479598","volume":"20","author":"JM Garc\u00eda-G\u00f3mez","year":"2014","unstructured":"Garc\u00eda-G\u00f3mez, J. M., Torre-D\u00edez, I., Vicente, J., Robles, M., L\u00f3pez-Coronado, M., and Rodrigues, J. J., Analysis of mobile health applications for a broad spectrum of consumers: a user experience approach. Health Informatics J 20:74\u201384, 2014.","journal-title":"Health Informatics J"},{"key":"319_CR7","doi-asserted-by":"crossref","first-page":"103","DOI":"10.1186\/1741-7015-9-103","volume":"9","author":"GS Collins","year":"2011","unstructured":"Collins, G. S., Mallett, S., Omar, O., and Yu, L. M., Developing risk prediction models for type 2 diabetes: a systematic review of methodology and reporting. BMC Med 9:103, 2011.","journal-title":"BMC Med"},{"key":"319_CR8","doi-asserted-by":"crossref","first-page":"758","DOI":"10.1111\/dme.12115","volume":"30","author":"LJ Gray","year":"2013","unstructured":"Gray, L. J., Leigh, T., Davies, M. J., Patel, N., Stone, M., Bonar, M., Badge, R., and Khunti, K., Systematic review of the development, implementation and availability of smartphone applications for assessing type 2 diabetes risk. Diabet Med 30:758\u2013760, 2013.","journal-title":"Diabet Med"},{"key":"319_CR9","doi-asserted-by":"crossref","first-page":"36","DOI":"10.2196\/jmir.9.5.e36","volume":"9","author":"A Kollmann","year":"2007","unstructured":"Kollmann, A., Riedl, M., Kastner, P., Schreier, G., and Ludvik, B., Feasibility of a mobile phone\u2013based data service for functional insulin treatment of type 1 diabetes mellitus patients. J Med Internet Res 9:36, 2007.","journal-title":"J Med Internet Res"},{"key":"319_CR10","doi-asserted-by":"crossref","first-page":"241","DOI":"10.1007\/s00779-011-0465-2","volume":"17","author":"A Gaggioli","year":"2013","unstructured":"Gaggioli, A., Pioggia, G., Tartarisco, G., Baldus, G., Corda, D., Cipresso, P., and Riva, G., A mobile data collection platform for mental health research. Pers Ubiquit Comput 17:241\u2013251, 2013.","journal-title":"Pers Ubiquit Comput"},{"key":"319_CR11","doi-asserted-by":"crossref","first-page":"61","DOI":"10.2196\/jmir.2419","volume":"15","author":"L Pfaeffli","year":"2013","unstructured":"Pfaeffli, L., Maddison, R., Jiang, Y., Dalleck, L., and L\u00f6f, M., Measuring physical activity in a cardiac rehabilitation population using a smartphone-based questionnaire. J Med Internet Res 15:61, 2013.","journal-title":"J Med Internet Res"},{"key":"319_CR12","doi-asserted-by":"crossref","first-page":"135","DOI":"10.2196\/jmir.3421","volume":"16","author":"YH Min","year":"2014","unstructured":"Min, Y. H., Lee, J. W., Shin, Y. W., Jo, M. W., Sohn, G., Lee, J. H., Lee, G., Jung, K. H., Sung, J., Ko, B. S., Yu, J. H., Kim, H. J., Son, B. H., and Ahn, S. H., Daily collection of self-reporting sleep disturbance data via a smartphone app in breast cancer patients receiving chemotherapy: a feasibility study. J Med Internet Res 16:135, 2014.","journal-title":"J Med Internet Res"},{"key":"319_CR13","doi-asserted-by":"crossref","first-page":"124","DOI":"10.1016\/j.psychres.2014.03.009","volume":"30","author":"M Faurholt-Jepsen","year":"2014","unstructured":"Faurholt-Jepsen, M., Frost, M., Vinberg, M., Christensen, E. M., Bardram, J. E., and Kessing, L. V., Smartphone data as objective measures of bipolar disorder symptoms. Psychiatry Res 30:124\u2013127, 2014.","journal-title":"Psychiatry Res"},{"key":"319_CR14","doi-asserted-by":"crossref","first-page":"775","DOI":"10.7326\/0003-4819-151-11-200912010-00005","volume":"151","author":"H Bang","year":"2009","unstructured":"Bang, H., Edwards, A. M., and Bomback, A. S., Development and validation of a patient self-assessment score for diabetes risk. Ann Intern Med 151:775\u2013783, 2009.","journal-title":"Ann Intern Med"},{"key":"319_CR15","unstructured":"United States Center for Disease Control and Prevention. National Center for Health Statistics (NCHS), National Health and Nutrition Examination Survey Laboratory Protocol. Department of Health and Human Services, Centers for Disease Control and Prevention."},{"key":"319_CR16","doi-asserted-by":"crossref","first-page":"4219","DOI":"10.1161\/01.CIR.96.12.4219","volume":"96","author":"SJ Hwang","year":"1997","unstructured":"Hwang, S. J., Ballantyne, C. M., and Sharrett, A. R., Circulating adhesion molecules VCAM-1, ICAM-1, and E-selectin in carotid atherosclerosis and incident coronary heart disease cases the Atherosclerosis Risk In Communities (ARIC) study. Circulation 96:4219\u20134225, 1997.","journal-title":"Circulation"},{"key":"319_CR17","doi-asserted-by":"crossref","first-page":"1155","DOI":"10.1161\/01.STR.22.9.1155","volume":"22","author":"DH O\u2019Leary","year":"1991","unstructured":"O\u2019Leary, D. H., Polak, J. F., and Wolfson, S. K., Use of sonography to evaluate carotid atherosclerosis in the elderly. The Cardiovascular Health Study. CHS Collaborative Research Group. Stroke 22:1155\u20131163, 1991.","journal-title":"Stroke"},{"key":"319_CR18","first-page":"381","volume":"33","author":"J Kaczorowski","year":"2009","unstructured":"Kaczorowski, J., Robinson, C., and Nerenberg, K., Development of the CANRISK questionnaire to screen for prediabetes and undiagnosed type 2 diabetes. CJD 33:381\u2013385, 2009.","journal-title":"CJD"},{"key":"319_CR19","doi-asserted-by":"crossref","first-page":"19","DOI":"10.24095\/hpcdp.32.1.04","volume":"32","author":"CA Robinson","year":"2011","unstructured":"Robinson, C. A., Agarwal, G., and Nerenberg, K., Validating the CANRISK prognostic model for assessing diabetes risk in Canada\u2019s multi-ethnic population. Chron Dis Inj Can 32:19\u201331, 2011.","journal-title":"Chron Dis Inj Can"},{"key":"319_CR20","first-page":"427","volume":"178","author":"AJ Cameron","year":"2003","unstructured":"Cameron, A. J., Welborn, T. A., and Zimmet, P. Z., Overweight and obesity in Australia: the 1999\u20132000 Australian diabetes, obesity and lifestyle study (AusDiab). MJA 178:427\u2013432, 2003.","journal-title":"MJA"},{"key":"319_CR21","doi-asserted-by":"crossref","first-page":"197","DOI":"10.5694\/j.1326-5377.2010.tb03478.x","volume":"192","author":"L Chen","year":"2010","unstructured":"Chen, L., Magliano, D. J., and Balkau, B., AUSDRISK: an Australian type 2 diabetes risk assessment tool based on demographic, lifestyle and simple anthropometric measures. Med J Aust 192:197\u2013202, 2010.","journal-title":"Med J Aust"},{"key":"319_CR22","doi-asserted-by":"crossref","first-page":"1450","DOI":"10.1016\/S0161-6420(95)30846-9","volume":"102","author":"P Mitchell","year":"1995","unstructured":"Mitchell, P., Smith, W., and Attebo, K., Prevalence of age-related maculopathy in Australia: the Blue Mountains Eye Study. Ophthalmology 102:1450\u20131460, 1995.","journal-title":"Ophthalmology"},{"key":"319_CR23","doi-asserted-by":"crossref","first-page":"4","DOI":"10.1186\/1742-5573-3-4","volume":"3","author":"JF Grant","year":"2006","unstructured":"Grant, J. F., Chittleborough, C. R., Taylor, A. W., Dal Grande, E., Wilson, D. H., Phillips, P. J., Adams, R. J., Cheek, J., Price, K., Gill, T., and Ruffin, R. E., The North West Adelaide Health Study: detailed methods and baseline segmentation of a cohort for selected chronic diseases. Epidemiol Perspect Innov 3:4, 2006.","journal-title":"Epidemiol Perspect Innov"},{"key":"319_CR24","doi-asserted-by":"crossref","first-page":"725","DOI":"10.2337\/diacare.26.3.725","volume":"26","author":"J Lindstr\u00f6m","year":"2003","unstructured":"Lindstr\u00f6m, J., and Tuomilehto, J., The diabetes risk score: a practical tool to predict type 2 diabetes risk. Diabetes Care 26:725\u201331, 2003.","journal-title":"Diabetes Care"},{"key":"319_CR25","doi-asserted-by":"crossref","first-page":"880","DOI":"10.1136\/bmj.b880","volume":"338","author":"J Hippisley-Cox","year":"2009","unstructured":"Hippisley-Cox, J., Coupland, C., Robson, J., Sheikh, A., and Brindle, P., Predicting risk of type 2 diabetes in England and Wales: prospective derivation and validation of QDScore. BMJ 338:880, 2009.","journal-title":"BMJ"},{"key":"319_CR26","doi-asserted-by":"crossref","first-page":"264","DOI":"10.7326\/0003-4819-151-4-200908180-00135","volume":"151","author":"D Moher","year":"2009","unstructured":"Moher, D., Liberati, A., Tetzlaff, J., and Altman, D. G., Preferred reporting items for systematic reviews and meta-analyses: the PRISMA statement. Ann Intern Med 151:264\u2013269, 2009.","journal-title":"Ann Intern Med"},{"key":"319_CR27","doi-asserted-by":"crossref","first-page":"81","DOI":"10.1007\/s10916-014-0081-6","volume":"38","author":"BC Zapata","year":"2014","unstructured":"Zapata, B. C., Ni\u00f1irola, A. H., Idri, A., Fern\u00e1ndez-Alem\u00e1n, J. L., and Toval, A., Mobile PHRs compliance with android and iOS usability guidelines. J Med Syst 38:81, 2014.","journal-title":"J Med Syst"},{"key":"319_CR28","unstructured":"Sp\u00e5ngmyr M, (2014) Development of an Open-Source Mobile Application for Emergency Data Collection. http:\/\/lup.lub.lu.se\/luur\/download?func=downloadFile&recordOId=4252143&fileOId=4252157 . Accessed 15 January 2015."},{"key":"319_CR29","doi-asserted-by":"crossref","first-page":"37","DOI":"10.1177\/001316446002000104","volume":"20","author":"J Cohen","year":"1960","unstructured":"Cohen, J., A coefficient of agreement for nominal scales. Educ Psychol Meas 20:37\u201346, 1960.","journal-title":"Educ Psychol Meas"},{"key":"319_CR30","doi-asserted-by":"crossref","unstructured":"Holzinger, A., Treitler, P., and Slany, W., Making apps useable on multiple different mobile platforms: On interoperability for business application development on smartphones. In Multidisciplinary research and practice for information systems. Berlin: Springer Berlin Heidelberg, 176\u2013189, 2012.","DOI":"10.1007\/978-3-642-32498-7_14"},{"key":"319_CR31","doi-asserted-by":"crossref","unstructured":"Carmien, S., and Manzanares, A. G., Elders using smartphones\u2013A set of research based heuristic guidelines for designers. In Universal Access in Human-Computer Interaction. Universal Access to Information and Knowledge. Switzerland: Springer International Publishing, 26\u201337, 2014.","DOI":"10.1007\/978-3-319-07440-5_3"},{"key":"319_CR32","unstructured":"Carmien S, Garzo A (2011) Elders Using Smartphones \u2013 a Set of Research Based Heuristic Guidelines for Designers. http:\/\/www.scarmien.com\/papers\/Elders_Using_Smartphones_carmien.pdf . Accessed 15 January 2015."},{"key":"319_CR33","doi-asserted-by":"crossref","first-page":"2022","DOI":"10.1016\/j.jss.2011.06.049","volume":"84","author":"C Liu","year":"2011","unstructured":"Liu, C., Zhu, Q., Holroyd, K. A., and Seng, E. K., Status and trends of mobile-health applications for iOS devices: A developer\u2019s perspective. J Syst Softw 84:2022\u20132033, 2011.","journal-title":"J Syst Softw"},{"key":"319_CR34","doi-asserted-by":"crossref","first-page":"509","DOI":"10.1007\/s11219-014-9239-1","volume":"23","author":"B Peischl","year":"2015","unstructured":"Peischl, B., Ferk, M., and Holzinger, A., The fine art of user-centered software development. Soft Q J 23:509\u2013536, 2015.","journal-title":"Soft Q J"},{"key":"319_CR35","doi-asserted-by":"crossref","first-page":"187","DOI":"10.1177\/1474651410366553","volume":"10","author":"Z Latchan","year":"2010","unstructured":"Latchan, Z., Seereeram, R., Kamalodeen, A., Sanchez, S., Deonarine, U., Sinanan, R., and Mungru, K., TRAQ-D (Trinidad Risk Assessment Questionnaire for Type 2 Diabetes Mellitus): a cheap, reliable, non-invasive screening tool for diabetes. Br J Diabetes Vasc Dis 10:187\u2013192, 2010.","journal-title":"Br J Diabetes Vasc Dis"},{"key":"319_CR36","doi-asserted-by":"crossref","first-page":"144","DOI":"10.1016\/j.diabet.2010.09.006","volume":"37","author":"K Makrilakis","year":"2011","unstructured":"Makrilakis, K., Liatis, S., Grammatikou, S., Perrea, D., Stathi, C., Tsiligros, P., and Katsilambros, N., Validation of the Finnish diabetes risk score (FINDRISC) questionnaire for screening for undiagnosed type 2 diabetes, dysglycaemia and the metabolic syndrome in Greece. Diabetes Metab 37:144\u2013151, 2011.","journal-title":"Diabetes Metab"},{"key":"319_CR37","doi-asserted-by":"crossref","first-page":"249","DOI":"10.1016\/j.pcd.2013.07.004","volume":"7","author":"GM Ku","year":"2013","unstructured":"Ku, G. M., and Kegels, G., The performance of the Finnish diabetes risk score, a modified Finnish diabetes risk score and a simplified Finnish diabetes risk score in community-based cross-sectional screening of undiagnosed type 2 diabetes in the Philippines. Prim Care Diabetes 7:249\u2013259, 2013.","journal-title":"Prim Care Diabetes"},{"key":"319_CR38","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1016\/j.pec.2010.04.021","volume":"83","author":"C Holmberg","year":"2011","unstructured":"Holmberg, C., Harttig, U., Schulze, M. B., and Boeing, H., The potential of the Internet for health communication: the use of an interactive on-line tool for diabetes risk prediction. Patient Educ Couns 83:106\u201312, 2011.","journal-title":"Patient Educ Couns"},{"key":"319_CR39","doi-asserted-by":"crossref","first-page":"31","DOI":"10.1016\/S1386-5056(97)00049-X","volume":"46","author":"TU Baehring","year":"1997","unstructured":"Baehring, T. U., Schulze, H., Bornstein, S. R., and Scherbaum, W. A., Using the World Wide Web\u2014a new approach to risk identification of diabetes mellitus. Int J Med Inform 46:31\u201339, 1997.","journal-title":"Int J Med Inform"},{"key":"319_CR40","first-page":"199","volume":"7","author":"T Thoopputra","year":"2013","unstructured":"Thoopputra, T., Pongmesa, T., and Li, S., Feasibility of risk assessment for type 2 diabetes in community pharmacies using two different approaches: A pilot study in Thailand. Int J Med Health Pharm Biomed Eng 7:199\u2013203, 2013.","journal-title":"Int J Med Health Pharm Biomed Eng"},{"key":"319_CR41","doi-asserted-by":"crossref","first-page":"66","DOI":"10.2337\/diacare.27.1.66","volume":"27","author":"MJ McNeely","year":"2004","unstructured":"McNeely, M. J., and Boyko, E. J., Type 2 diabetes prevalence in Asian Americans: results of a national health survey. Diabetes Care 27:66\u201369, 2004.","journal-title":"Diabetes Care"},{"key":"319_CR42","doi-asserted-by":"crossref","first-page":"1345","DOI":"10.1001\/jama.290.10.1345","volume":"290","author":"JN Wei","year":"2003","unstructured":"Wei, J. N., Sung, F. C., Lin, C. C., Lin, R. S., Chiang, C. C., and Chuang, L. M., National surveillance for type 2 diabetes mellitus in Taiwanese children. JAMA 290:1345\u20131350, 2003.","journal-title":"JAMA"},{"key":"319_CR43","doi-asserted-by":"crossref","first-page":"968","DOI":"10.1016\/j.jbi.2011.07.003","volume":"44","author":"A Holzinger","year":"2011","unstructured":"Holzinger, A., Kosec, P., Schwantzer, G., Debevc, M., Hofmann-Wellenhof, R., and Fr\u00fchauf, J., Design and development of a mobile computer application to reengineer workflows in the hospital and the methodology to evaluate its effectiveness. J Biomed Inform 44:968\u2013977, 2011.","journal-title":"J Biomed Inform"},{"key":"319_CR44","doi-asserted-by":"crossref","unstructured":"Valdez, A. C., Ziefle, M., Alag\u00f6z, F., and Holzinger, A., Mental models of menu structures in diabetesassistants. In Computers helping people with special needs. Berlin: Springer Berlin Heidelberg, 584\u2013591, 2010.","DOI":"10.1007\/978-3-642-14100-3_87"},{"key":"319_CR45","doi-asserted-by":"crossref","first-page":"89","DOI":"10.2196\/jmir.2951","volume":"16","author":"M Kalz","year":"2014","unstructured":"Kalz, M., Lenssen, N., Felzen, M., Rossaint, R., Tabuenca, B., Specht, M., and Skorning, M., Smartphone apps for cardiopulmonary resuscitation training and real incident support: a mixed-methods evaluation study. J Med Internet Res 16:89, 2014.","journal-title":"J Med Internet Res"},{"key":"319_CR46","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10916-015-0212-8","volume":"39","author":"JM Ehrenfeld","year":"2015","unstructured":"Ehrenfeld, J. M., The current and future needs of our medical systems. J Med Syst 39:1\u20133, 2015.","journal-title":"J Med Syst"}],"container-title":["Journal of Medical Systems"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-015-0319-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s10916-015-0319-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s10916-015-0319-y","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,5,20]],"date-time":"2022-05-20T20:52:31Z","timestamp":1653079951000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s10916-015-0319-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2015,8,25]]},"references-count":46,"journal-issue":{"issue":"10","published-print":{"date-parts":[[2015,10]]}},"alternative-id":["319"],"URL":"https:\/\/doi.org\/10.1007\/s10916-015-0319-y","relation":{},"ISSN":["0148-5598","1573-689X"],"issn-type":[{"value":"0148-5598","type":"print"},{"value":"1573-689X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2015,8,25]]},"article-number":"124"}}