Does the use of consumer health information technology improve outcomes in the patient self-management of diabetes? A meta-analysis and narrative review of randomized controlled trials
Abstract
Purpose To assess whether the use of consumer health information technologies (CHITs) improves outcomes in the patient self-management of diabetes.Method The evidence from randomized controlled trials (RCTs) on the effects of CHITs on patient outcomes was analyzed using either meta-analysis or a narrative synthesis approach. A systematic search of seven electronic databases was conducted to identify relevant reports of RCTs for the analysis. In the meta-analyses, standardized mean differences in patient outcomes were calculated and random-effects models were applied in cases where the heterogeneity of the results was moderate or high, otherwise fixed-effects models were used.Results Sixty-two studies, representing 67 RCTs, met the inclusion criteria. The results of the meta-analyses showed that the use of CHITs was associated with significant reductions in HbA1c, blood pressure, total cholesterol, and triglycerides levels when compared with the usual care. The findings from the narrative synthesis indicated that only a small proportion of the trials reported positive effects of CHITs on patient outcomes.Conclusions The use of CHITs in supporting diabetes self-management appears to have potential benefits for patients' self-management of diabetes. However, the effectiveness of the technologies in improving patient outcomes still awaits confirmation in future studies.
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The effect size for HbA1c was similar to those reported in other systematic reviews (SMD range −0.31 to −0.44, MD range −0.40% to −0.49%).
“This effect size was similar to those reported in other systematic reviews (SMD range −0.31 to −0.44, MD range −0.40% to −0.49%).10,15,16,18”
Cites
Measuring inconsistency in meta-analyses
Higgins, J. P. T., Thompson, S. G., Deeks, J. J., & Altman, D. G. (2003) · BMJ · doi:10.1136/bmj.327.7414.557 · Cited by 63,139 · see citing works
Bias in meta-analysis detected by a simple, graphical test
Egger, M., Smith, G. D., Schneider, M., & Minder, C. (1997) · BMJ · doi:10.1136/bmj.315.7109.629 · Cited by 56,722 · see citing works
Cochrane Handbook for Systematic Reviews of Interventions: Cochrane Book Series
(2008) · doi:10.1002/9780470712184 · Cited by 25,048 · see citing works
Borenstein, M., Hedges, L. V., Higgins, J. P. T., & Rothstein, H. R. (2021) · doi:10.1002/9781119558378 · Cited by 9,799 · see citing works
Global estimates of the prevalence of diabetes for 2010 and 2030
Shaw, J. E., Sicree, R. A., & Zimmet, P. Z. (2010) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2009.10.007 · Cited by 7,216 · see citing works
Effectiveness of Self-Management Training in Type 2 Diabetes
Norris, S. L., Engelgau, M. M., & Venkat Narayan, K. M. (2001) · Diabetes Care · doi:10.2337/diacare.24.3.561 · Cited by 1,846 · see citing works
2009 updated method guidelines for systematic reviews in the Cochrane Back Review Group
Furlan, A. D., Pennick, V., Bombardier, C., & van Tulder, M. (2009) · Spine · doi:10.1097/brs.0b013e3181b1c99f · Cited by 1,663 · see citing works
Global healthcare expenditure on diabetes for 2010 and 2030
Zhang, P., Zhang, X., Brown, J., Vistisen, D., Sicree, R., Shaw, J., & Nichols, G. (2010) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2010.01.026 · Cited by 1,145 · see citing works
The global burden of diabetes and its complications: an emerging pandemic
van Dieren, S., Beulens, J. W. J., van der Schouw, Y. T., Grobbee, D. E., & Neal, B. C. (2010) · European Journal of Cardiovascular Prevention & Rehabilitation · doi:10.1097/01.hjr.0000368191.86614.5a · Cited by 874 · see citing works
Systematic Review of Home Telemonitoring for Chronic Diseases: The Evidence Base
Pare, G., Jaana, M., & Sicotte, C. (2007) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2270 · Cited by 816 · see citing works
Meta-analysis: chronic disease self-management programs for older adults
Chodosh, J., Morton, S. C., Mojica, W., Maglione, M., Suttorp, M. J., Hilton, L., Rhodes, S., & Shekelle, P. (2005) · Annals of Internal Medicine · doi:10.7326/0003-4819-143-6-200509200-00007 · Cited by 790 · cited 2× · see citing works
“[5] J.”
BackgroundRecent advances: Consumer health informatics
Eysenbach, G. (2000) · BMJ · doi:10.1136/bmj.320.7251.1713 · Cited by 670 · 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
A Systematic Review of Patient Acceptance of Consumer Health Information Technology
Or, C. K. L., & Karsh, B.-T. (2009) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2888 · Cited by 586 · see citing works
Self-citationRodgers, M., Sowden, A., Petticrew, M., Arai, L., Roberts, H., Britten, N., & Popay, J. (2009) · Evaluation · doi:10.1177/1356389008097871 · Cited by 561 · see citing works
Franklin, V. L., Waller, A., Pagliari, C., & Greene, S. A. (2006) · Diabetic Medicine · doi:10.1111/j.1464-5491.2006.01989.x · Cited by 543 · see citing works
Liang, X., Wang, Q., Yang, X., Cao, J., Chen, J., Mo, X., Huang, J., Wang, L., & Gu, D. (2011) · Diabetic Medicine · doi:10.1111/j.1464-5491.2010.03180.x · Cited by 515 · see citing works
An Introduction to Meta–Analysis
Konstantopoulos, S. (2008) · Sage eBooks · doi:10.4135/9781412995627.d15 · Cited by 434 · see citing works
Shea, S., Weinstock, R. S., Teresi, J. A., Palmas, W., Starren, J. B., Cimino, J. J., Lai, A. M., Field, L., Morin, P. C., Goland, R., et al. (2009) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m3157 · Cited by 375 · see citing works
Barrera, M., Glasgow, R. E., McKay, H. G., Boles, S. M., & Feil, E. G. (2002) · American Journal of Community Psychology · doi:10.1023/a:1016369114780 · Cited by 333 · see citing works
Web-Based Care Management in Patients With Poorly Controlled Diabetes
McMahon, G. T., Gomes, H. E., Hohne, S. H., Hu, T. M.-J., Levine, B. A., & Conlin, P. R. (2005) · Diabetes Care · doi:10.2337/diacare.28.7.1624 · Cited by 319 · see citing works
Online Diabetes Self-Management Program
Lorig, K., Ritter, P. L., Laurent, D. D., Plant, K., Green, M., Jernigan, V. B. B., & Case, S. (2010) · Diabetes Care · doi:10.2337/dc09-2153 · Cited by 316 · see citing works
Or, C. K., Karsh, B., Severtson, D. J., Burke, L. J., Brown, R., & Brennan, P. F. (2010) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2010.007336 · Cited by 310 · see citing works
Self-citationInformatics systems to promote improved care for chronic illness: a literature review
Dorr, D., Bonner, L. M., Cohen, A. N., Shoai, R. S., Perrin, R., Chaney, E., & Young, A. S. (2007) · Journal of the American Medical Informatics Association · doi:10.1197/jamia.m2255 · Cited by 257 · see citing works
Jimison, H. B., Gorman, P., Woods, S. S., Nygren, P., Walker, M., Norris, S. L., & Hersh, W. (2008) · PubMed Central · Cited by 249 · see citing works
Web-Based Collaborative Care for Type 2 Diabetes
Ralston, J. D., Hirsch, I. B., Hoath, J. I., Mullen, M. C., Cheadle, A. D., & Goldberg, H. I. (2008) · Diabetes Care · doi:10.2337/dc08-1220 · Cited by 248 · see citing works
Home telehealth for diabetes management: a systematic review and meta‐analysis
Polisena, J., Tran, K., Cimon, K., Hutton, B., McGill, S., & Palmer, K. (2009) · Diabetes, Obesity and Metabolism · doi:10.1111/j.1463-1326.2009.01057.x · Cited by 239 · see citing works
Holbrook, A. M., Thabane, L., Keshavjee, K., Dolovich, L. R., Bernstein, B., Chan, D., Troyan, S., Foster, G., Gerstein, H. C., & for the COMPETE II Investigators (2009) · Canadian Medical Association Journal · doi:10.1503/cmaj.081272 · Cited by 231 · see citing works
Minet, L., Møller, S., Vach, W., Wagner, L., & Henriksen, J. E. (2010) · Patient Education and Counseling · doi:10.1016/j.pec.2009.09.033 · Cited by 229 · see citing works
Implementation and Evaluation of a Low-Literacy Diabetes Education Computer Multimedia Application
Gerber, B. S., Brodsky, I. G., Lawless, K. A., Smolin, L. I., Arozullah, A. M., Smith, E. V., Berbaum, M. L., Heckerling, P. S., & Eiser, A. R. (2005) · Diabetes Care · doi:10.2337/diacare.28.7.1574 · Cited by 223 · see citing works
Faridi, Z., Liberti, L., Shuval, K., Northrup, V., Ali, A., & Katz, D. L. (2008) · Journal of Evaluation in Clinical Practice · doi:10.1111/j.1365-2753.2007.00881.x · Cited by 217 · see citing works
Logan, A. G., Irvine, M. J., McIsaac, W. J., Tisler, A., Rossos, P. G., Easty, A., Feig, D. S., & Cafazzo, J. A. (2012) · Hypertension · doi:10.1161/hypertensionaha.111.188409 · Cited by 210 · see citing works
Twelve-month outcomes of an Internet-based diabetes self-management support program
Glasgow, R. E., Kurz, D., King, D. K., Dickman, J. M., Faber, A. J., Halterman, E., Woolley, T., Toobert, D. J., Strycker, L. A., Estabrooks, P. A., et al. (2011) · Patient Education and Counseling · doi:10.1016/j.pec.2011.07.024 · Cited by 205 · see citing works
Glasgow, R. E., La Chance, P.-A., Toobert, D. J., Brown, J., Hampson, S. E., & Riddle, M. C. (1997) · Patient Education and Counseling · doi:10.1016/s0738-3991(97)00039-6 · Cited by 203 · see citing works
Establishment of Blood Glucose Monitoring System Using the Internet
Kwon, H., Cho, J., Kim, H., Song, B.-R., Ko, S., Lee, J., Kim, S., Chang, S., Kim, H., Cha, B., et al. (2004) · Diabetes Care · doi:10.2337/diacare.27.2.478 · Cited by 197 · see citing works
A short message service by cellular phone in type 2 diabetic patients for 12 months
Yoon, K.-H., & Kim, H.-S. (2008) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2007.09.007 · Cited by 196 · see citing works
Cho, J., Chang, S., Kwon, H., Choi, Y., Ko, S., Moon, S., Yoo, S.-J., Song, K., Son, H.-S., Kim, H., et al. (2006) · Diabetes Care · doi:10.2337/dc05-2371 · Cited by 194 · see citing works
Lim, S., Kang, S. M., Shin, H., Lee, H. J., Won Yoon, J., Yu, S. H., Kim, S.-Y., Yoo, S. Y., Jung, H. S., Park, K. S., et al. (2011) · Diabetes Care · doi:10.2337/dc10-1447 · Cited by 191 · see citing works
Active Care Management Supported by Home Telemonitoring in Veterans With Type 2 Diabetes
Stone, R. A., Rao, R. H., Sevick, M. A., Cheng, C., Hough, L. J., Macpherson, D. S., Franko, C. M., Anglin, R. A., Obrosky, D. S., & DeRubertis, F. R. (2009) · Diabetes Care · doi:10.2337/dc09-1012 · Cited by 184 · see citing works
Effectiveness of mobile and internet intervention in patients with obese type 2 diabetes
Kim, S.-I., & Kim, H.-S. (2008) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2007.07.006 · Cited by 180 · see citing works
Evaluation of a mobile phone telemonitoring system for glycaemic control in patients with diabetes
Istepanian, R. S., Zitouni, K., Harry, D., Moutosammy, N., Sungoor, A., Tang, B., & Earle, K. A. (2009) · Journal of Telemedicine and Telecare · doi:10.1258/jtt.2009.003006 · Cited by 177 · see citing works
Rossi, M. C. E., Nicolucci, A., Di Bartolo, P., Bruttomesso, D., Girelli, A., Ampudia, F. J., Kerr, D., Ceriello, A., Mayor, C. D. L. Q., Pellegrini, F., et al. (2010) · Diabetes Care · doi:10.2337/dc09-1327 · Cited by 174 · see citing works
An Internet-Based Program to Improve Self-Management in Adolescents With Type 1 Diabetes
Mulvaney, S. A., Rothman, R. L., Wallston, K. A., Lybarger, C. K., & Dietrich, M. S. (2009) · Diabetes Care · doi:10.2337/dc09-1881 · Cited by 171 · see citing works
Jackson, C. L., Bolen, S. D., Brancati, F. L., Batts-Turner, M. L., & Gary‐Webb, T. L. (2005) · Journal of General Internal Medicine · doi:10.1111/j.1525-1497.2005.00310.x · Cited by 166 · see citing works
A Ubiquitous Chronic Disease Care system using cellular phones and the internet
Yoo, H. J., Park, M. S., Kim, T. N., Yang, S. J., Cho, G. J., Hwang, T. G., Baik, S. H., Choi, D. S., Park, G. H., & Choi, K. M. (2009) · Diabetic Medicine · doi:10.1111/j.1464-5491.2009.02732.x · Cited by 161 · see citing works
Mckay, H., Glasgow, R. E., Feil, E. G., Boles, S., & Manuel, J. B. (2002) · Rehabilitation Psychology · doi:10.1037//0090-5550.47.1.31 · Cited by 158 · see citing works
Farmer, A. J., Gibson, O., Dudley, C., Bryden, K. S., Hayton, P. M., Tarassenko, L., & Neil, A. (2005) · Diabetes Care · doi:10.2337/diacare.28.11.2697 · Cited by 153 · see citing works
A systematic review of IT for diabetes self-management: Are we there yet?
El-Gayar, O., Timsina, P., Nawar, N., & Eid, W. (2013) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2013.05.006 · Cited by 148 · see citing works
McKay, H. G., Glasgow, R. E., Feil, E. G., Boles, S. M., & Barrera, M. (2002) · Rehabilitation Psychology · doi:10.1037/0090-5550.47.1.31 · Cited by 145 · see citing works
Telemedical support to improve glycemic control in adolescents with type 1 diabetes mellitus
Rami, B., Popow, C., Horn, W., Waldhoer, T., & Schober, E. (2006) · European Journal of Pediatrics · doi:10.1007/s00431-006-0156-6 · Cited by 136 · see citing works
Bond, G. E., Burr, R. L., Wolf, F. M., & Feldt, K. S. (2010) · The Science of Diabetes Self-Management and Care · doi:10.1177/0145721710366758 · Cited by 131 · see citing works
Bond, G. E., Burr, R. L., Wolf, F. M., Price, M. J., McCurry, S. M., & Teri, L. L. (2007) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2006.0057 · Cited by 121 · see citing works
Randomized Effectiveness Trial of a Computer-Assisted Intervention to Improve Diabetes Care
Glasgow, R. E., Nutting, P. A., King, D. K., Nelson, C. C., Cutter, G., Gaglio, B., Rahm, A. K., & Whitesides, H. (2005) · Diabetes Care · doi:10.2337/diacare.28.1.33 · Cited by 121 · see citing works
Homko, C. J., Santamore, W. P., Whiteman, V. E., Bower, M., Berger, P. K., Geifman-Holtzman, O., & Bové, A. A. (2007) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2006.0034 · Cited by 120 · see citing works
Tsang, M. W., Mok, M. P. H., Kam, G. Y. W., Jung, M., Tang, A., & Chan, U. (2001) · Journal of Telemedicine and Telecare · doi:10.1258/1357633011936138 · Cited by 118 · see citing works
Benhamou, P.-Y., Melki, V., Boizel, R., Perreal, F., Quesada, J.-L., Bessieres-Lacombe, S., Bosson, J.-L., Halimi, S., & Hanaire, H. (2007) · Diabetes & Metabolism · doi:10.1016/j.diabet.2007.01.002 · Cited by 118 · see citing works
Carter, E. L., Nunlee‐Bland, G., & Callender, C. O. (2011) · PubMed Central · Cited by 117 · see citing works
Web-based collaborative care for type 1 diabetes: a pilot randomized trial
McCarrier, K. P., Ralston, J. D., Hirsch, I. B., Lewis, G., Martin, D. P., Zimmerman, F. J., & Goldberg, H. I. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2008.0063 · Cited by 117 · see citing works
Are there time and cost savings by using telemanagement for patients on intensified insulin therapy?
Biermann, E., Dietrich, W., Rihl, J., & Standl, E. (2002) · Computer Methods and Programs in Biomedicine · doi:10.1016/s0169-2607(02)00037-8 · Cited by 116 · see citing works
Mobile Phone-Based Video Messages for Diabetes Self-Care Support
Bell, A. M., Fonda, S. J., Walker, M. S., Schmidt, V., & Vigersky, R. A. (2012) · Journal of Diabetes Science and Technology · doi:10.1177/193229681200600214 · Cited by 112 · see citing works
Marrero, D. G., Vandagriff, J. L., Kronz, K., Fineberg, N. S., Golden, M. P., Gray, D. L., Orr, D. P., Wright, J. C., & Johnson, N. B. (1995) · The Science of Diabetes Self-Management and Care · doi:10.1177/014572179502100409 · Cited by 112 · see citing works
Homko, C. J., Deeb, L. C., Rohrbacher, K., Mulla, W. R., Mastrogiannis, D., Gaughan, J., Santamore, W. P., & Bové, A. A. (2012) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2012.0010 · Cited by 110 · see citing works
Telematic expert system Diabeto: New Tool for Diet Self-Monitoring for Diabetic Patients
Turnin, M., Beddok, R. H., Clottes, J. P., Martini, P. F., Abadie, R. G., Buisson, J., Dupuy, C.-S., Bonneu, M., Camaré, R., Anton, J.-P., et al. (1992) · Diabetes Care · doi:10.2337/diacare.15.2.204 · Cited by 93 · see citing works
Web-Based Comprehensive Information System for Self-Management of Diabetes Mellitus
Noh, J.-H., Cho, Y.-J., Nam, H.-W., Kim, J., Kim, D.-J., Yoo, H.-S., Kwon, Y.-W., Woo, M.-H., Cho, J.-W., Hong, M.-H., et al. (2010) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2009.0122 · Cited by 90 · see citing works
Wojcicki, J. M., Ładyżyński, P., Krzymień, J., Jóźwicka, E., Blachowicz, J., Janczewska, E., Czajkowski, K., & Karnafel, W. (2001) · Diabetes Technology & Therapeutics · doi:10.1089/15209150152811207 · Cited by 90 · see citing works
Kumar, V. S., Wentzell, K., Mikkelsen, T. S., Pentland, A., & Laffel, L. M. (2004) · Diabetes Technology & Therapeutics · doi:10.1089/1520915041705893 · Cited by 90 · see citing works
Bujnowska–Fedak, M. M., Puchała, E., & Steciwko, A. (2011) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2010.0113 · Cited by 84 · see citing works
Jansà, M., Vidal, M., Viaplana, J., Levy, I., Conget, I., Gomis, R., & Esmatjes, E. (2006) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2006.03.005 · Cited by 82 · see citing works
Glasgow, R. E., Nutting, P. A., Toobert, D. J., King, D. K., Strycker, L. A., Jex, M., O'Neill, C., Whitesides, H., & Merenich, J. A. (2006) · Chronic Illness · doi:10.1177/17423953060020011001 · Cited by 82 · see citing works
Effectiveness of IT-based diabetes management interventions: a review of the literature
Costa, B. M., Fitzgerald, K., Jones, K., & Dunning, T. L. (2009) · BMC Family Practice · doi:10.1186/1471-2296-10-72 · Cited by 76 · see citing works
Telematic Transmission of Computerized Blood Glucose Profiles for IDDM Patients
Billiard, A., Rohmer, V., Roques, M.-A., Joseph, M., Suraniti, S., Giraud, P., Limal, J. M., Fressinaud, P., & Marre, M. (1991) · Diabetes Care · doi:10.2337/diacare.14.2.130 · Cited by 71 · see citing works
Tao, D., & Or, C. K. (2013) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x13479701 · Cited by 68 · see citing works
Self-citationQuinn, C., Shardell, M. D., Terrin, M., Barr, E., Ballew, S. H., & Gruber‐Baldini, A. L. (2013) · Diabetes Care · doi:10.2337/dc13-er11 · Cited by 62 · see citing works
Telemedicine Intervention Effects on Waist Circumference and Body Mass Index in the IDEATel Project
Izquierdo, R. E., Lagua, C. T., Meyer, S., Ploutz-Snyder, R. J., Palmas, W., Eimicke, J. P., Kong, J., Teresi, J. A., Shea, S., & Weinstock, R. S. (2010) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2009.0102 · Cited by 60 · see citing works
Heinrich, E., de Nooijer, J., Schaper, N. C., Schoonus-Spit, M. H. G., Janssen, M. A. J., & de Vries, N. K. (2011) · Patient Education and Counseling · doi:10.1016/j.pec.2011.04.032 · Cited by 59 · see citing works
Tildesley, H. D., Mazanderani, A. B., & Ross, S. A. (2010) · Diabetes Care · doi:10.2337/dc09-2256 · Cited by 57 · see citing works
Kim, C. S., Park, S. Y., Kang, J. G., Lee, S. J., Ihm, S. H., Choi, M. G., & Yoo, H. J. (2010) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2010.0031 · Cited by 55 · see citing works
An Automated Telemedicine System Improves Patient-Reported Well-Being
Boaz, M., Hellman, K., & Wainstein, J. (2009) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2008.0048 · Cited by 54 · see citing works
Huang, J., Chen, H., & Yeh, M. (2009) · Public Health Nursing · doi:10.1111/j.1525-1446.2009.00786.x · Cited by 53 · see citing works
Landau, Z., Mazor‐Aronovitch, K., Boaz, M., Magnazi, M. B., Graph‐Barel, C., Levek, N., & Pinhas‐Hamiel, O. (2011) · Pediatric Diabetes · doi:10.1111/j.1399-5448.2011.00800.x · Cited by 42 · see citing works
The Effects of Web-Based Diabetes Education on Diabetes Care Results
Avdal, E. Ü., Kızılcı, S., & Demirel, N. (2011) · CIN Computers Informatics Nursing · doi:10.1097/ncn.0b013e3182155318 · Cited by 41 · see citing works
Biophysiologic Outcomes of the Enhancing Adherence in Type 2 Diabetes (ENHANCE) Trial
Sevick, M. A., Korytkowski, M., Stone, R. A., Piraino, B., Ren, D., Sereika, S. M., Wang, Y., Steenkiste, A. R., & Burke, L. E. (2012) · Journal of the Academy of Nutrition and Dietetics · doi:10.1016/j.jand.2012.05.008 · Cited by 40 · see citing works
The Effects of Web-Based Diabetes Education on Diabetes Care Results
Avdal, E. Ü., Kızılcı, S., & Demirel, N. (2010) · CIN Computers Informatics Nursing · doi:10.1097/ncn.0b013e3181fcbdc6 · Cited by 36 · see citing works
Boukhors, Y., RABASA-LHORET, R. P. R., Langelier, H., Soultan, M., Lacroix, A., & Chiasson, J. L. (2003) · Diabetes & Metabolism · doi:10.1016/s1262-3636(07)70078-2 · Cited by 25 · see citing works
A Randomized, Controlled Trial of an Automated Wireless Messaging System for Diabetes
Leu, M. G., Norris, T. E., Hummel, J., Isaac, M., & Brogan, M. W. (2005) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2005.7.710 · Cited by 23 · see citing works
Laffel, L. M., Hsu, W. C., McGill, J. B., Meneghini, L., Volkening, L. K., & on behalf of the Monitoring of Blood Glucose Study Group (2007) · Diabetes Technology & Therapeutics · doi:10.1089/dia.2006.0021 · Cited by 22 · see citing works
Telematic expert system: Diabeto
Turnin, M., Beddok, R. H., Clottes, J., Martini, P., Abadie, R. G., Buisson, J., Soulé-Dupuy, C., Bonneu, M., Camare, R., & Anton, J. (1992) · Cited by 20 · see citing works
Toscos, T., Ponder, S. W., Anderson, B. J., Davidson, M. B., Lee, M. L., Montemayor-Gonzalez, E., Reyes, P., Link, E., & McMahon, K. L. (2012) · Diabetes Care · doi:10.2337/dc11-1597 · Cited by 18 · see citing works
Tjam, E. Y., Sherifali, D., Steinacher, N., & Hett, S. (2006) · Canadian Journal of Diabetes · doi:10.1016/s1499-2671(06)04008-1 · Cited by 13 · see citing works
Yeh, Y.-T., Chiu, Y. T., Liu, C., Wu, S.-J., & Lee, T.-I. (2006) · PubMed · Cited by 11 · see citing works
Zyskind, A., Jones, K. C., Pomerantz, K. L., & Barker, A. L. (2009) · Information Services & Use · doi:10.3233/isu-2009-0592 · Cited by 9 · see citing works
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Unertl, K. M., Schaefbauer, C. L., Campbell, T. R., Senteio, C., Siek, K. A., Bakken, S., & Veinot, T. C. (2016) · Journal of the American Medical Informatics Association · doi:10.1093/jamia/ocv094 · Cited by 198 · see citing works
Xie, Z., Liu, K., Or, C., Chen, J., Yan, M., & Wang, H. (2020) · BMC Public Health · doi:10.1186/s12889-020-09274-4 · Cited by 184 · see citing works
Self-citationLiu, K., Xie, Z., & Or, C. K. (2020) · JMIR mHealth and uHealth · doi:10.2196/15779 · Cited by 181 · see citing works
Self-citationSheon, A. R., Bolen, S. D., Callahan, B., Shick, S., & Perzynski, A. T. (2017) · JMIR Diabetes · doi:10.2196/diabetes.6751 · Cited by 62 · see citing works
Nguyen, L., Keshavjee, K., Archer, N., Patterson, C., Gwadry-Sridhar, F., & Demers, C. (2017) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2017.06.001 · Cited by 22 · see citing works
Liu, K., & Xia, Y. (2025) · Digital Health · doi:10.1177/20552076251326126 · Cited by 7 · see citing works
“10,15,16 However, very few studies have examined the underlying theoretical basis of the intervention.”
Influential
- Authors
- Or, C. K. L., & Tao, D.
- Affiliations
- University of Hong Kong (HK)
- Corresponding author
- Or, Calvin K.L.
- Venue
- International Journal of Medical Informatics
- Publisher
- Elsevier BV
- Published
- 2014-05
- Volume
- 83
- Issue
- 5
- Pages
- 320-329
- ISSN
- 1386-5056 (ISSN-L)
- OpenAlex
- W1992810702
- Cited by
- 76
- References
- 91
- Citations by year
- 2025: 1 · 2024: 2 · 2023: 3 · 2022: 3 · 2021: 4 · 2020: 10 · 2019: 8 · 2018: 7 · 2017: 17 · 2016: 13 · 2015: 7 · 2014: 1
- FWCI
- 2.14
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- International Journal of Medical Informatics (publishedVersion)
- PubMed (publishedVersion)
- The HKU Scholars Hub (University of Hong Kong) (submittedVersion)
- Funders
- University of Hong Kong
- 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 › Health Professions › General Health Professions › Health Literacy and Information Accessibility
- Keywords
- diabetes self-management, patient self-management, HbA1c, blood pressure, cholesterol, triglycerides, patient outcomes, usual care comparison
- MeSH terms
- Diabetes Mellitus, Humans, Medical Informatics, Quality of Life, Self Care, Randomized Controlled Trials as Topic, Information Dissemination, Consumer Health Information
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.
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