Design of an mHealth app for the self-management of adolescent type 1 diabetes: a pilot study
Open accessAbstract
BACKGROUND: The use of mHealth apps has shown improved health outcomes in adult populations with type 2 diabetes mellitus. However, this has not been shown in the adolescent type 1 population, despite their predisposition to the use of technology. We hypothesized that a more tailored approach and a strong adherence mechanism is needed for this group. OBJECTIVE: To design, develop, and pilot an mHealth intervention for the management of type 1 diabetes in adolescents. METHODS: We interviewed adolescents with type 1 diabetes and their family caregivers. Design principles were derived from a thematic analysis of the interviews. User-centered design was then used to develop the mobile app bant. In the 12-week evaluation phase, a pilot group of 20 adolescents aged 12-16 years, with a glycated hemoglobin (HbA(1c)) of between 8% and 10% was sampled. Each participant was supplied with the bant app running on an iPhone or iPod Touch and a LifeScan glucometer with a Bluetooth adapter for automated transfers to the app. The outcome measure was the average daily frequency of blood glucose measurement during the pilot compared with the preceding 12 weeks. RESULTS: Thematic analysis findings were the role of data collecting rather than decision making; the need for fast, discrete transactions; overcoming decision inertia; and the need for ad hoc information sharing. Design aspects of the resultant app emerged through the user-centered design process, including simple, automated transfer of glucometer readings; the use of a social community; and the concept of gamification, whereby routine behaviors and actions are rewarded in the form of iTunes music and apps. Blood glucose trend analysis was provided with immediate prompting of the participant to suggest both the cause and remedy of the adverse trend. The pilot evaluation showed that the daily average frequency of blood glucose measurement increased 50% (from 2.4 to 3.6 per day, P = .006, n = 12). A total of 161 rewards (average of 8 rewards each) were distributed to participants. Satisfaction was high, with 88% (14/16 participants) stating that they would continue to use the system. Demonstrating improvements in HbA(1c) will require a properly powered study of sufficient duration. CONCLUSIONS: This mHealth diabetes app with the use of gamification incentives showed an improvement in the frequency of blood glucose monitoring in adolescents with type 1 diabetes. Extending this to improved health outcomes will require the incentives to be tied not only to frequency of blood glucose monitoring but also to patient actions and decision making based on those readings such that glycemic control can be improved.
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Cafazzo et al. (2012) saw rewards (points redeemable for prizes) to contribute to the frequency of blood glucose measurement among individuals with type 1 diabetes.
“Cafazzo et al. (2012) saw rewards (in the form of points that could be redeemed for prizes) to contribute to the frequency of blood glucose measurement among individuals with type 1 diabetes.”
From Gamification for health and wellbeing: A systematic review of the literature (2016) · cites this paper as Cafazzo et al. (2012)
Gamification was found to have a positive influence on healthcare utilization, reduction of medication misuse, and blood glucose monitoring.
“Gamification was found to have a positive influence on healthcare utilization (Allam et al., 2015), the reduction of medication misuse (Allam et al., 2015, Riva et al., 2014) and blood glucose monitoring (Cafazzo et al., 2012).”
From Gamification for health and wellbeing: A systematic review of the literature (2016) · cites this paper as Cafazzo et al., 2012
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Cites
Health Belief Model and Personal Health Behavior
Becker, M. H. (1976) · Medical Entomology and Zoology · Cited by 3,065 · see citing works
Lorig, K. R., Sobel, D. S., Stewart, A. L., Brown, B. W., Bandura, A., Ritter, P., Gonzalez, V. M., Laurent, D. D., & Holman, H. R. (1999) · Medical Care · doi:10.1097/00005650-199901000-00003 · Cited by 2,261 · see citing works
Chronic disease management: what will it take to improve care for chronic illness?
Eh, W. (1998) · PubMed · Cited by 2,095 · see citing works
(1994) · The Journal of Pediatrics · doi:10.1016/s0022-3476(94)70190-3 · Cited by 1,654 · see citing works
Heron, K. E., & Smyth, J. M. (2010) · British Journal of Health Psychology · doi:10.1348/135910709x466063 · Cited by 1,438 · see citing works
Quinn, C. C., Shardell, M. D., Terrin, M. L., Barr, E. A., Ballew, S. H., & Gruber-Baldini, A. L. (2011) · Diabetes Care · doi:10.2337/dc11-0366 · Cited by 650 · see citing works
Karter, A. J., Ackerson, L. M., Darbinian, J. A., D’Agostino, R. B., Ferrara, A., Liu, J., & Selby, J. V. (2001) · The American Journal of Medicine · doi:10.1016/s0002-9343(01)00742-2 · Cited by 595 · see citing works
Assessing Family Sharing of Diabetes Responsibilities
Anderson, B. J., Auslander, W., Jung, K. C., Miller, J. P., & Santiago, J. V. (1990) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/15.4.477 · Cited by 496 · see citing works
Skinner, H. A., Biscope, S., Poland, B. D., & Goldberg, E. (2003) · Journal of Medical Internet Research · doi:10.2196/jmir.5.4.e32 · Cited by 371 · see citing works
Association between adherence and glycemic control in pediatric type 1 diabetes: a meta-analysis
Hood, K. K., Peterson, C. M., Rohan, J. M., & Drotar, D. (2009) · Pediatrics · doi:10.1542/peds.2009-0207 · Cited by 347 · see citing works
Ziegler, R., Heidtmann, B., Hilgard, D., Hofer, S., Rosenbauer, J., Holl, R., & DPV-Wiss-Initiative, F. T. (2011) · Pediatric Diabetes · doi:10.1111/j.1399-5448.2010.00650.x · Cited by 334 · see citing works
A Modified Quality-of-Life Measure for Youths: Psychometric Properties
Ingersoll, G. M., & Marrero, D. G. (1991) · The Science of Diabetes Self-Management and Care · doi:10.1177/014572179101700219 · Cited by 325 · see citing works
LOGAN, A., MCISAAC, W., Tislér, A., Irvine, M. J., SAUNDERS, A., Dunai, A., RIZO, C., Feig, D. I., Hamill, M., & Trudel, M. (2007) · American Journal of Hypertension · doi:10.1016/j.amjhyper.2007.03.020 · Cited by 267 · see citing works
de Beaufort, C. E., Swift, P. G. F., Skinner, T. C., Aanstoot, H., Åman, J., Cameron, F. J., Martul, P., Chiarelli, F., Daneman, D., Danne, T., et al. (2007) · Diabetes Care · doi:10.2337/dc07-0475 · Cited by 215 · see citing works
Farmer, A., Gibson, O. J., Tarassenko, L., & Neil, A. (2005) · Diabetic Medicine · doi:10.1111/j.1464-5491.2005.01627.x · Cited by 211 · see citing works
Home telemonitoring of patients with diabetes: a systematic assessment of observed effects
Jaana, M., & Paré, G. (2007) · Journal of Evaluation in Clinical Practice · doi:10.1111/j.1365-2753.2006.00686.x · Cited by 178 · see citing works
Holl, R. W., Swift, P. G. F., Mortensen, H. B., Lynggaard, H., Hougaard, P., Aanstoot, H., Chiarelli, F., Daneman, D., Danne, T., Dorchy, H., et al. (2003) · European Journal of Pediatrics · doi:10.1007/s00431-002-1037-2 · Cited by 171 · see citing works
Lewin, A. B., LaGreca, A. M., Geffken, G. R., Williams, L. B., Duke, D. C., Storch, E. A., & Silverstein, J. H. (2009) · Journal of Pediatric Psychology · doi:10.1093/jpepsy/jsp032 · Cited by 159 · see citing works
Cho, J.-H., Lee, H.-C., Lim, D.-J., Kwon, H.-S., & Yoon, K.-H. (2009) · Journal of Telemedicine and Telecare · doi:10.1258/jtt.2008.080412 · Cited by 155 · see citing works
Health Technologies for Monitoring and Managing Diabetes: A Systematic Review
Russell-Minda, E., Jutai, J., Speechley, M., Bradley, K., Chudyk, A., & Petrella, R. (2009) · Journal of Diabetes Science and Technology · doi:10.1177/193229680900300628 · Cited by 92 · see citing works
Sutcliffe, P., Martin, S., Sturt, J., Powell, J., Griffiths, F., Adams, A., & Dale, J. (2011) · BMC Endocrine Disorders · doi:10.1186/1472-6823-11-1 · Cited by 82 · see citing works
Telehealth Behavior Therapy for the Management of Type 1 Diabetes in Adolescents
Lehmkuhl, H. D., Storch, E. A., Cammarata, C., Meyer, K., Rahman, O., Silverstein, J. H., Malasanos, T., & Geffken, G. R. (2010) · Journal of Diabetes Science and Technology · doi:10.1177/193229681000400125 · Cited by 74 · see citing works
Using a Cell Phone-Based Glucose Monitoring System for Adolescent Diabetes Management
Carroll, A. E., DiMeglio, L. A., Stein, S., & Marrero, D. G. (2011) · The Diabetes Educator · doi:10.1177/0145721710387163 · Cited by 66 · see citing works
Nunn, E., King, B. R., Smart, C. E., & Anderson, D. (2006) · Pediatric Diabetes · doi:10.1111/j.1399-5448.2006.00200.x · Cited by 54 · see citing works
Contracting and Monitoring Relationships for Adolescents with Type 1 Diabetes: A Pilot Study
Carroll, A. E., DiMeglio, L. A., Stein, S., & Marrero, D. G. (2011) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2010.0181 · Cited by 46 · see citing works
Shulman, R. M., O’Gorman, C. S., & Palmert, M. R. (2010) · International Journal of Pediatric Endocrinology · doi:10.1155/2010/536957 · Cited by 37 · see citing works
Self-citationSalamon, K. S., Hains, A. A., Fleischman, K. M., Davies, W. H., & Kichler, J. (2009) · Primary care diabetes · doi:10.1016/j.pcd.2009.10.003 · Cited by 34 · see citing works
Telemanagement of hypertension: a qualitative assessment of patient and physician preferences.
Halifax, N. D., Cafazzo, J., Irvine, M., Hamill, M., Rizo, C., McIsaac, W., Rossos, P., & Logan, A. (2007) · Canadian Journal of Cardiology · doi:10.1016/s0828-282x(07)70807-3 · Cited by 29 · see citing works
Self-citationMobile Phone Technology for Children with Type 1 and Type 2 Diabetes: A Parent Survey
Pena, V., Watson, A. J., Kvedar, J. C., & Grant, R. W. (2009) · Journal of Diabetes Science and Technology · doi:10.1177/193229680900300630 · Cited by 26 · see citing works
The hospital at home: advances in remote patient monitoring.
Cafazzo, J. A., & Seto, E. (2010) · PubMed · Cited by 9 · see citing works
Self-citation
Flagged first, then by citations
Cited by
Sorted by citations
Gamification in theory and action: a survey
Seaborn, K., & Fels, D. I. (2015) · International Journal of Human-Computer Studies · doi:10.1016/j.ijhcs.2014.09.006 · Cited by 2,515 · see citing works
The Rise of Motivational Information Systems: A Review of Gamification Research
Koivisto, J., & Hamari, J. (2017) · International Journal of Information Management · doi:10.1016/j.ijinfomgt.2018.10.013 · Cited by 1,944 · see citing works
Gamification for health and wellbeing: A systematic review of the literature
Johnson, D., Deterding, S., Kuhn, K.-A., Staneva, A., Stoyanov, S., & Hides, L. (2016) · Internet Interventions · doi:10.1016/j.invent.2016.10.002 · Cited by 1,237 · see citing works
A systematic review of gamification in e-Health
Sardi, L., Idri, A., & Fernández‐Alemán, J. L. (2017) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2017.05.011 · Cited by 1,041 · see citing works
Mobile-health: A review of current state in 2015
Silva, B. M. C., Rodrigues, J. J. P. C., Díez, I. D. L. T., López-Coronado, M., & Saleem, K. (2015) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2015.06.003 · Cited by 876 · see citing works
Mobile medical and health apps: state of the art, concerns, regulatory control and certification
Kamel Boulos, M. N., Brewer, A. C., Karimkhani, C., Buller, D. B., & Dellavalle, R. P. (2014) · Online Journal of Public Health Informatics · doi:10.5210/ojphi.v5i3.4814 · Cited by 659 · see citing works
A user-centered model for designing consumer mobile health (mHealth) applications (apps)
Schnall, R., Rojas, M., Bakken, S., Brown, W., Carballo-Dieguez, A., Carry, M., Gelaude, D., Mosley, J. P., & Travers, J. (2016) · Journal of Biomedical Informatics · doi:10.1016/j.jbi.2016.02.002 · Cited by 583 · see citing works
Serious games and the gamification of tourism
Xu, F., Buhalis, D., & Weber, J. (2016) · Tourism Management · doi:10.1016/j.tourman.2016.11.020 · Cited by 539 · see citing works
A qualitative study of user perceptions of mobile health apps
Peng, W., Kanthawala, S., Yuan, S., & Hussain, S. A. (2016) · BMC Public Health · doi:10.1186/s12889-016-3808-0 · Cited by 465 · see citing works
Payne, H., Lister, C., West, J. H., & Bernhardt, J. M. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.3335 · Cited by 525 · see citing works
<i>mHealth Consumer Apps</i> : The Case for User-Centered Design
McCurdie, T., Taneva, S., Casselman, M., Yeung, M., McDaniel, C., Ho, W., & Cafazzo, J. (2012) · Biomedical Instrumentation & Technology · doi:10.2345/0899-8205-46.s2.49 · Cited by 478 · see citing works
Self-citationSmartphone medication adherence apps: Potential benefits to patients and providers
Dayer, L. E., Heldenbrand, S. D., Anderson, P., Gubbins, P. O., & Martin, B. C. (2013) · Journal of the American Pharmacists Association · doi:10.1331/japha.2013.12202 · Cited by 474 · see citing works
“Working out for likes”: An empirical study on social influence in exercise gamification
Hamari, J., & Koivisto, J. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.04.018 · Cited by 473 · see citing works
Edwards, E. A., Lumsden, J., Rivas, C. A., Steed, L., Edwards, L. A., Thiyagarajan, A., Sohanpal, R., Caton, H., Griffiths, C., Munafo, M. R., et al. (2016) · BMJ Open · doi:10.1136/bmjopen-2016-012447 · Cited by 452 · see citing works
Arnhold, M., Quade, M., & Kirch, W. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.2968 · Cited by 417 · see citing works
A game plan: Gamification design principles in mHealth applications for chronic disease management
Miller, A. S., Cafazzo, J. A., & Seto, E. (2016) · Health Informatics Journal · doi:10.1177/1460458214537511 · Cited by 394 · see citing works
Self-citationEffectiveness of mHealth interventions for patients with diabetes: An overview of systematic reviews
Kitsiou, S., Paré, G., Jaana, M., & Gerber, B. S. (2017) · PLoS ONE · doi:10.1371/journal.pone.0173160 · Cited by 390 · see citing works
Artificial Intelligence: The Future for Diabetes Care
Ellahham, S. H. (2020) · The American Journal of Medicine · doi:10.1016/j.amjmed.2020.03.033 · Cited by 379 · see citing works
Kirwan, M., Vandelanotte, C., Fenning, A., & Duncan, M. J. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2588 · Cited by 343 · see citing works
Content Analysis of Mobile Health Applications on Diabetes Mellitus
Izahar, S., Lean, Q. Y., Hameed, M. A., Murugiah, M. K., Patel, R. P., Al‐Worafi, Y. M., Wong, T. W., & Ming, L. C. (2017) · Frontiers in Endocrinology · doi:10.3389/fendo.2017.00318 · Cited by 371 · see citing works
Teens, Health and Technology: A National Survey
Wartella, E. A., Rideout, V., Montague, H., Beaudoin‐Ryan, L., & Lauricella, A. R. (2016) · Media and Communication · doi:10.17645/mac.v4i3.515 · Cited by 366 · see citing works
‘Gamification’: Influencing health behaviours with games
King, D., Greaves, F., Exeter, C., & Darzi, A. (2013) · Journal of the Royal Society of Medicine · doi:10.1177/0141076813480996 · Cited by 319 · see citing works
Mobile Health Interventions for Improving Health Outcomes in Youth: A Meta-analysis
Fedele, D. A., Cushing, C. C., Fritz, A., Amaro, C. M., & Ortega, A. (2017) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2017.0042 · Cited by 316 · see citing works
Stinson, J., Jibb, L., Nguyen, C., Nathan, P. C., Maloney, A. M., Dupuis, L. L., Gerstle, J. T., Alman, B. A., Hopyan, S., Strahlendorf, C., et al. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2350 · Cited by 288 · see citing works
Smartphone Apps for Schizophrenia: A Systematic Review
Firth, J., & Torous, J. (2015) · JMIR mHealth and uHealth · doi:10.2196/mhealth.4930 · Cited by 268 · see citing works
Majeed-Ariss, R., Baildam, E., Campbell, M., Chieng, A., Fallon, D., Hall, A., McDonagh, J. E., Stones, S. R., Thomson, W., & Swallow, V. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.5043 · Cited by 251 · see citing works
Developing Behavior Change Interventions for Self-Management in Chronic Illness
Araújo‐Soares, V., Hankonen, N. E., Presseau, J., Rodrigues, A., & Sniehotta, F. F. (2018) · European Psychologist · doi:10.1027/1016-9040/a000330 · Cited by 237 · see citing works
Personalizing Persuasive Strategies in Gameful Systems to Gamification User Types
Orji, R., Tondello, G. F., & Nacke, L. E. (2018) · CHI Conference on Human Factors in Computing Systems · doi:10.1145/3173574.3174009 · Cited by 230 · see citing works
Larsson, I., Nyman, C. S., Svedberg, P., Nygren, J., & Carlsson, I. (2018) · BMC Health Services Research · doi:10.1186/s12913-018-3219-2 · Cited by 217 · see citing works
Badawy, S. M., Barrera, L., Sinno, M. G., Kaviany, S., O’Dwyer, L. C., & Kuhns, L. M. (2017) · JMIR mHealth and uHealth · doi:10.2196/mhealth.7798 · Cited by 207 · see citing works
ISPAD Clinical Practice Consensus Guidelines 2018: diabetes technologies
Sherr, J. L., Tauschmann, M., Battelino, T., de Bock, M., Forlenza, G., Roman, R., Hood, K. K., & Maahs, D. M. (2018) · Pediatric Diabetes · doi:10.1111/pedi.12731 · Cited by 197 · see citing works
Mobile phones as medical devices in mental disorder treatment: an overview
Gravenhorst, F., Muaremi, A., Bardram, J. E., Grünerbl, A., Mayora, O., Wurzer, G., Frost, M. M., Osmani, V., Bert Arnrich, A., Lukowicz, P., et al. (2014) · Personal and Ubiquitous Computing · doi:10.1007/s00779-014-0829-5 · Cited by 196 · see citing works
Perspectives on the Evolution of Mobile (mHealth) Technologies and Application to Rehabilitation
Dicianno, B. E., Parmanto, B., Fairman, A. D., Crytzer, T. M., Yu, D. X., Pramana, G., Coughenour, D., & Petrazzi, A. A. (2014) · Physical Therapy · doi:10.2522/ptj.20130534 · Cited by 197 · see citing works
Cognitive behavioral therapy to aid weight loss in obese patients: current perspectives
Castelnuovo, G., Pietrabissa, G., Manzoni, G. M., Cattivelli, R., Rossi, A., Novelli, M., Varallo, G., & Molinari, E. (2017) · Psychology Research and Behavior Management · doi:10.2147/prbm.s113278 · Cited by 187 · see citing works
Health and Social Media: Perfect Storm of Information
Fernández-Luque, L., & Bau, T. (2015) · Healthcare Informatics Research · doi:10.4258/hir.2015.21.2.67 · Cited by 194 · see citing works
Motivation and User Engagement in Fitness Tracking: Heuristics for Mobile Healthcare Wearables
Asimakopoulos, S., Asimakopoulos, G., & Spillers, F. (2017) · Informatics · doi:10.3390/informatics4010005 · Cited by 192 · see citing works
Liew, M. S., Zhang, J., See, J., & Ong, Y. L. (2019) · JMIR mHealth and uHealth · doi:10.2196/12160 · Cited by 179 · see citing works
What do we know about mobile applications for diabetes self-management? A review of reviews
Hood, M., Wilson, R., Corsica, J., Bradley, L., Chirinos, D., & Vivo, A. (2016) · Journal of Behavioral Medicine · doi:10.1007/s10865-016-9765-3 · Cited by 161 · see citing works
Alahäivälä, T., & B, H. O.-K. A. (2016) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2016.02.006 · Cited by 188 · see citing works
Slater, H., Campbell, J. M., Stinson, J. N., Burley, M. M., & Briggs, A. M. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.8888 · Cited by 155 · see citing works
Gamification Solutions to Enhance Software User Engagement—A Systematic Review
Darejeh, A., & Salim, S. S. (2016) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2016.1183330 · Cited by 175 · see citing works
What's the Point?: A Review of Reward Systems Implemented in Gamification Interventions
Lewis, Z. H., Swartz, M. C., & Lyons, E. J. (2016) · Games for Health Journal · doi:10.1089/g4h.2015.0078 · Cited by 156 · see citing works
Goyal, S., Nunn, C. A., Rotondi, M., Couperthwaite, A. B., Reiser, S., Simone, A., Katzman, D. K., Cafazzo, J. A., & Palmert, M. R. (2017) · JMIR mHealth and uHealth · doi:10.2196/mhealth.7336 · Cited by 146 · see citing works
Self-citationI PLAY AT WORK—ten principles for transforming work processes through gamification
Oprescu, F., Jones, C. M., & Katsikitis, M. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00014 · Cited by 167 · see citing works
Beyond the Randomized Controlled Trial: A Review of Alternatives in mHealth Clinical Trial Methods
Pham, Q., Wiljer, D., & Cafazzo, J. A. (2016) · JMIR mHealth and uHealth · doi:10.2196/mhealth.5720 · Cited by 162 · see citing works
Self-citationHammedi, W., Leclerq, T., & van Riel, A. C. R. (2017) · Journal of service management · doi:10.1108/josm-04-2016-0116 · Cited by 170 · see citing works
Technology in the management of type 1 diabetes mellitus — current status and future prospects
Tauschmann, M., & Hovorka, R. (2018) · Nature Reviews Endocrinology · doi:10.1038/s41574-018-0044-y · Cited by 161 · see citing works
Datye, K. A., Moore, D. J., Russell, W. E., & Jaser, S. S. (2015) · Current Diabetes Reports · doi:10.1007/s11892-015-0621-6 · Cited by 148 · see citing works
Curtis, K., Lahiri, S., & Brown, K. (2015) · JMIR mhealth and uhealth · doi:10.2196/mhealth.3857 · Cited by 144 · see citing works
Frøisland, D. H., Årsand, E., & Skårderud, F. (2012) · Journal of Medical Internet Research · doi:10.2196/jmir.2155 · Cited by 144 · see citing works
Rai, A., Chen, L., Pye, J., & Baird, A. M. (2013) · Journal of Medical Internet Research · doi:10.2196/jmir.2635 · Cited by 140 · see citing works
The Shift to Gamification in Education: A Review on Dominant Issues
Ofosu‐Ampong, K. (2020) · Journal of Educational Technology Systems · doi:10.1177/0047239520917629 · Cited by 142 · see citing works
Abaza, H., & Marschollek, M. (2017) · Methods of Information in Medicine · doi:10.3414/me17-05-0003 · Cited by 138 · see citing works
Zhu, T., Li, K., Herrero, P., & Georgiou, P. (2022) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2022.3187703 · Cited by 144 · see citing works
Theng, Y., Lee, J. W. Y., Patinadan, P. V., & Foo, S. S.-B. (2015) · Games for Health Journal · doi:10.1089/g4h.2014.0114 · Cited by 132 · see citing works
Self-management interventions for young people with chronic conditions: A systematic overview
Sattoe, J. N. T., Bal, M. I., Roelofs, P. D. D. M., Bal, R. A., Miedema, H. S., & van Staa, A. (2015) · Patient Education and Counseling · doi:10.1016/j.pec.2015.03.004 · Cited by 127 · see citing works
Farzandipour, M., Nabovati, E., Sharif, R., Arani, M. H., & Anvari, S. (2017) · Applied Clinical Informatics · doi:10.4338/aci-2017-07-r-0116 · Cited by 125 · see citing works
Goyal, S., Morita, P. P., Lewis, G., Yu, C., Seto, E., & Cafazzo, J. A. (2015) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2015.06.007 · Cited by 124 · see citing works
Self-citationEffective strategies for encouraging behavior change in people with diabetes
Hood, K. K., Hilliard, M., Piatt, G., & Ievers-Landis, C. E. (2015) · Diabetes Management · doi:10.2217/dmt.15.43 · Cited by 122 · see citing works
Integrating a Smartphone–Based Self–Management System into Usual Care of Advanced CKD
Ong, S. W., Jassal, S. V., Miller, J., Porter, E. C., Cafazzo, J. A., Seto, E., Thorpe, K. E., & Logan, A. G. (2016) · Clinical Journal of the American Society of Nephrology · doi:10.2215/cjn.10681015 · Cited by 122 · see citing works
Self-citationBadawy, S. M., Thompson, A. A., & Liem, R. I. (2016) · Pediatric Blood & Cancer · doi:10.1002/pbc.25905 · Cited by 119 · see citing works
Logan, A. G. (2013) · Canadian Journal of Cardiology · doi:10.1016/j.cjca.2013.02.024 · Cited by 114 · see citing works
The regulation of mobile medical applications
Yetisen, A. K., Martinez-Hurtado, J. L., Vasconcellos, F. D. C., Simsekler, M. C. E., Akram, M. S., & Lowe, C. R. (2014) · Lab on a Chip · doi:10.1039/c3lc51235e · Cited by 115 · see citing works
Pramana, G., Parmanto, B., Lomas, D., Lindhiem, O. J., Kendall, P. C., & Silk, J. S. (2018) · JMIR Serious Games · doi:10.2196/games.8902 · Cited by 117 · see citing works
Moore, G., Wilding, H., Gray, K., & Castle, D. (2019) · Journal of Participatory Medicine · doi:10.2196/11474 · Cited by 95 · see citing works
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Olla, P., & Shimskey, C. (2015) · Health and Technology · doi:10.1007/s12553-014-0093-8 · Cited by 84 · see citing works
Curtis, B. L., Ashford, R. D., Magnuson, K. I., & Ryan-Pettes, S. R. (2019) · Journal of Medical Internet Research · doi:10.2196/13050 · Cited by 84 · see citing works
Alfonsi, J., Choi, E., Arshad, T., Sammott, S.-A. S., Pais, V., Nguyen, C., Maguire, B. R., Stinson, J., & Palmert, M. R. (2020) · JMIR mhealth and uhealth · doi:10.2196/22074 · Cited by 84 · see citing works
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Crane, D., Garnett, C., Brown, J., West, R., & Michie, S. (2017) · Frontiers in Public Health · doi:10.3389/fpubh.2017.00039 · Cited by 82 · see citing works
Cai, R. A., Beste, D., Chaplin, H., Varakliotis, S., Suffield, L., Josephs, F., Sen, D., Wedderburn, L. R., Ioannou, Y., Hailes, S. M. V., et al. (2017) · JMIR mhealth and uhealth · doi:10.2196/mhealth.7229 · Cited by 80 · see citing works
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Biswas, M., Tania, M. H., Kaiser, M., Kabir, R., Mahmud, M., & Kemal, A. (2021) · PLoS ONE · doi:10.1371/journal.pone.0258050 · Cited by 48 · see citing works
Morrison, L. G., Hargood, C., Lin, S. X., Dennison, L., Joseph, J., Hughes, S., Michaelides, D. T., Johnston, D., Johnston, M., Michie, S., et al. (2014) · Journal of Medical Internet Research · doi:10.2196/jmir.3579 · Cited by 79 · see citing works
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Lee, H. Y., Koopmeiners, J. S., McHugh, J., Raveis, V. H., & Ahluwalia, J. S. (2015) · American Journal of Health Behavior · doi:10.5993/ajhb.40.1.8 · Cited by 80 · see citing works
- Authors
- Cafazzo, J. A., Casselman, M., Hamming, N., Katzman, D. K., & Palmert, M. R.
- Affiliations
- University Health Network (CA)
- University of Toronto (CA)
- Corresponding author
- Cafazzo, Joseph A
- Venue
- Journal of Medical Internet Research
- Publisher
- JMIR Publications Inc.
- Published
- 2012-05-08
- Volume
- 14
- Issue
- 3
- Pages
- e70
- ISSN
- 1438-8871 (ISSN-L)
- PMC
- PMC3799540
- OpenAlex
- W2142564124
- Cited by
- 676
- References
- 30
- Citations by year
- 2026: 21 · 2025: 22 · 2024: 37 · 2023: 29 · 2022: 54 · 2021: 55 · 2020: 49 · 2019: 66 · 2018: 79 · 2017: 74 · 2016: 69 · 2015: 57 · 2014: 32 · 2013: 24 · 2012: 7
- FWCI
- 68.18
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Journal of Medical Internet Research (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- University Health Network
- Hospital for Sick Children
- Topics
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Research
- Keywords
- type 1 diabetes, adolescents, mobile health apps, self-management, blood glucose monitoring, gamification, user-centered design, HbA1c, social community, family caregivers, user interviews, user satisfaction, health behavior change, decision inertia, health data sharing, rewards and incentives
- MeSH terms
- Adolescent, Diabetes Mellitus, Type 1, Glycated Hemoglobin, Humans, Pilot Projects, Self Care, Software, Cell Phone
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