Effects of interventions promoting monitoring of medication use and brief messaging on medication adherence for people with Type 2 diabetes: a systematic review of randomized trials
Open accessAbstract
Aims: To assess the impact of interventions promoting the monitoring of medication use and brief messaging to support medication adherence in patients with Type 2 diabetes mellitus, and to investigate the extent of theory use to guide intervention development. Methods: We systematically searched for controlled trials, published from 1990 onwards in Medline, Embase, CINAHL, Psyc INFO and the Cochrane library, that evaluated interventions based on monitoring and brief messaging to support medication adherence in patients with Type 2 diabetes, to examine the effectiveness of such interventions. Results: A total of 11 trials, comparing 15 interventions, were identified. Only a small minority presented a low risk of bias. Three interventions were based on delivering brief messages, six were based on monitoring medication adherence, and six used both strategies. Messaging interventions included the use of short message service text messages, web‐based feedback, and messages delivered through monitoring devices. Monitoring interventions included remote self‐reporting of medication and telephone calls with healthcare staff. Improvements in medication adherence were observed in six interventions, although effect sizes were generally moderate. Only two interventions improved both adherence and clinical outcomes. A meta‐analysis of five trials (eight interventions) combining monitoring and messaging strategies showed that the pooled difference in medication adherence between intervention and control was moderate and not statistically significant [standardized mean difference = 0.22 (95% CI −0.05; 0.49)]. Only four trials were based on explicit theoretical frameworks. Conclusions: Although interventions based on messaging and monitoring have the potential to improve medication adherence in patients with Type 2 diabetes, evidence of their efficacy is limited and additional high‐quality, theory‐based research is needed.
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Interventions to support medication adherence can lead to improved health outcomes.
“Interventions to support medication adherence can lead to improved health outcomes [11].”
Taking into account quality assessment, explicit self-management focus, and total population size, 8 reviews received an evidence weighting of 3 stars, 23 received 2 stars, 21 received 1 star, and 1 received no stars.
“Taking into account quality assessment, explicit self-management focus, and total population size, 8 reviews received an evidence weighting of 3 stars [16,21,25,26,38,45,53,56], 23 received 2 stars [22,24,27-31, 33,37,40,42,44,46,49,50,52,54,55,58,62,63,67,68], 21 received 1 star [19,20,23,32,34-36,39,43,47,48,51,57, 59-61,64-66,69,70], and 1 received no stars [41].”
Farmer et al.'s review did not report the impact of medication adherence interventions on glycemic control or other outcomes.
“The impact of this on glycemic control or other outcomes was not reported.”
In Farmer et al.'s 3-star weighted review, meta-analysis of 8 interventions using remote monitoring, messaging, or a combination showed a nonsignificant effect size on medication adherence.
“A 3-star weighted review by Farmer et al analyzed the impact on medication adherence of interventions using remote monitoring, messaging, or a combination [26]. Meta-analysis of 8 interventions showed a nonsignificant effect size”
In Farmer et al.'s review, only 6 of 15 interventions reported some improvement in medication adherence.
“only 6 of the 15 interventions reported some improvement in medication adherence.”
Cites
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
Self-efficacy: Toward a unifying theory of behavioral change
Bandura, A. (1977) · Psychological Review · doi:10.1037/0033-295x.84.2.191 · Cited by 43,925 · see citing works
Meta-analysis in clinical trials
DerSimonian, R., & Laird, N. (1986) · Controlled Clinical Trials · doi:10.1016/0197-2456(86)90046-2 · Cited by 39,552 · see citing works
Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement
Moher, D., Liberati, A., Tetzlaff, J., Altman, D. G., & the PRISMA Group* (2009) · Annals of Internal Medicine · doi:10.7326/0003-4819-151-4-200908180-00135 · Cited by 37,554 · see citing works
(1975) · PhilPapers (PhilPapers Foundation) · Cited by 36,737 · see citing works
Operating characteristics of a rank correlation test for publication bias
Begg, C. B., & Mazumdar, M. (1994) · Biometrics · doi:10.2307/2533446 · Cited by 16,955 · see citing works
Michie, S., van Stralen, M. M., & West, R. (2011) · Implementation Science · doi:10.1186/1748-5908-6-42 · Cited by 13,697 · see citing works
Developing and evaluating complex interventions: the new Medical Research Council guidance
Craig, P., Dieppe, P., Macintyre, S., Michie, S., Nazareth, I., & Petticrew, M. (2008) · BMJ · doi:10.1136/bmj.a1655 · Cited by 10,995 · see citing works
Weighted kappa: nominal scale agreement provision for scaled disagreement or partial credit
Cohen, J. (1968) · Psychological Bulletin · doi:10.1037/h0026256 · Cited by 8,736 · see citing works
The Health Belief Model: a decade later.
Janz, N. K., & Becker, M. H. (1984) · Health Education Quarterly · doi:10.1177/109019818401100101 · Cited by 8,437 · see citing works
Cochrane Handbook for Systematic Reviews of Interventions Version 5.0.1. The Cochrane Collaboration
Higgins, J., Green, S. R., & Higgins, J. (2008) · Cited by 5,544 · see citing works
Mathematical Statistics and Data Analysis
Rabinowitz, L., & Rice, J. A. (1989) · Technometrics · doi:10.2307/3556160 · Cited by 3,142 · see citing works
Interventions for enhancing medication adherence
Nieuwlaat, R., Wilczynski, N., Navarro, T., Hobson, N., Jeffery, R., Keepanasseril, A., Agoritsas, T., Mistry, N., Iorio, A., Jack, S., et al. (2014) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd000011.pub4 · Cited by 2,945 · see citing works
A new taxonomy for describing and defining adherence to medications
Vrijens, B., De Geest, S., Hughes, D. A., Przemyslaw, K., Demonceau, J., Ruppar, T., Dobbels, F., Fargher, E., Morrison, V., Lewek, P., et al. (2012) · British Journal of Clinical Pharmacology · doi:10.1111/j.1365-2125.2012.04167.x · Cited by 2,028 · see citing works
Free, C., Phillips, G., Galli, L., Watson, L., Felix, L., Edwards, P., Patel, V., & Haines, A. (2013) · PLoS Medicine · doi:10.1371/journal.pmed.1001362 · Cited by 1,766 · 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
Lester, R. T., Ritvo, P., Mills, E. J., Kariri, A., Karanja, S., Chung, M. H., Jack, W., Habyarimana, J., Sadatsafavi, M., Najafzadeh, M., et al. (2010) · The Lancet · doi:10.1016/s0140-6736(10)61997-6 · Cited by 1,278 · see citing works
Interventions for enhancing medication adherence
Haynes, R. B., Ackloo, E., Sahota, N., McDonald, H. P., & Yao, X. (2008) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd000011.pub3 · Cited by 1,244 · see citing works
Farmer, K. C. (1999) · Clinical Therapeutics · doi:10.1016/s0149-2918(99)80026-5 · Cited by 889 · see citing works
Are interventions theory-based? Development of a theory coding scheme.
Michie, S., & Prestwich, A. (2010) · Health Psychology · doi:10.1037/a0016939 · Cited by 855 · see citing works
Interventions to change health behaviours: evidence-based or evidence-inspired?
Michie, S., & Abraham, C. (2004) · Psychology and Health · doi:10.1080/0887044031000141199 · Cited by 783 · see citing works
Olander, E. K., Fletcher, H., Williams, S. L., Atkinson, L., Turner, A., & French, D. (2013) · International Journal of Behavioral Nutrition and Physical Activity · doi:10.1186/1479-5868-10-29 · Cited by 595 · see citing works
Self-citationBehavioral theories and the problem of compliance
Leventhal, H., & Cameron, L. D. (1987) · Patient Education and Counseling · doi:10.1016/0738-3991(87)90093-0 · Cited by 503 · see citing works
Social support in diabetes: a systematic review of controlled intervention studies
van Dam, H. A., van der Horst, F. G., Knoops, L., Ryckman, R. M., Crebolder, H. F. J. M., & van den Borne, B. H. P. (2004) · Patient Education and Counseling · doi:10.1016/j.pec.2004.11.001 · Cited by 467 · see citing works
Vervloet, M., Linn, A. J., van Weert, J. C. M., de Bakker, D. H., Bouvy, M. L., & van Dijk, L. (2012) · Journal of the American Medical Informatics Association · doi:10.1136/amiajnl-2011-000748 · Cited by 455 · see citing works
Clinical Outcomes and Adherence to Medications Measured by Claims Data in Patients With Diabetes
Pladevall, M., Williams, L. K., Potts, L. A., Divine, G., Xi, H., & Lafata, J. E. (2004) · Diabetes Care · doi:10.2337/diacare.27.12.2800 · Cited by 404 · see citing works
Self-monitoring of blood glucose in patients with type 2 diabetes mellitus who are not using insulin
Malanda, U. L., Welschen, L. M., Riphagen, I. I., Dekker, J. M., Nijpels, G., & Bot, S. D. (2012) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd005060.pub3 · Cited by 358 · see citing works
Garfield, S., Clifford, S., Eliasson, L., Barber, N., & Willson, A. (2011) · BMC Medical Research Methodology · doi:10.1186/1471-2288-11-149 · Cited by 289 · see citing works
Vermeire, E., Wens, J., Royen, P. V., Biot, Y., Hearnshaw, H., & Lindenmeyer, A. (2005) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003638.pub2 · Cited by 284 · see citing works
Ryan, R. E., Santesso, N., Lowe, D., Hill, S., Grimshaw, J. M., Prictor, M., Kaufman, C., Cowie, G., & Taylor, M. (2014) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd007768.pub3 · Cited by 273 · see citing works
Arora, S., Peters, A. L., Burner, E., Lam, C. N., & Menchine, M. (2014) · Annals of Emergency Medicine · doi:10.1016/j.annemergmed.2013.10.012 · Cited by 273 · see citing works
REDEEM: A pragmatic trial to reduce diabetes distress
Fisher, L., Hessler, D., Glasgow, R. E., Arean, P. A., Masharani, U., Naranjo, D., & Strycker, L. A. (2013) · Diabetes Care · doi:10.2337/dc12-2493 · Cited by 266 · see citing works
Bogner, H. R., Morales, K. H., de Vries, H. F., & Cappola, A. R. (2012) · The Annals of Family Medicine · doi:10.1370/afm.1344 · Cited by 227 · see citing works
Engagement in a Diabetes Self-management Website: Usage Patterns and Generalizability of Program Use
Glasgow, R. E., Christiansen, S. M., Kurz, D., King, D. K., Woolley, T., Faber, A. J., Estabrooks, P. A., Strycker, L., Toobert, D., & Dickman, J. (2011) · Journal of Medical Internet Research · doi:10.2196/jmir.1391 · Cited by 219 · see citing works
Vervloet, M., van Dijk, L., Santen-Reestman, J., van Vlijmen, B., van Wingerden, P., Bouvy, M. L., & de Bakker, D. H. (2012) · International Journal of Medical Informatics · doi:10.1016/j.ijmedinf.2012.05.005 · Cited by 215 · see citing works
Hertz, R., Unger, A., & Lustik, M. (2005) · Clinical Therapeutics · doi:10.1016/j.clinthera.2005.07.009 · Cited by 214 · 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
Medication Nonadherence in Diabetes
Egede, L. E., Gebregziabher, M., Dismuke, C. E., Lynch, C. P., Axon, R. N., Zhao, Y., & Mauldin, P. D. (2012) · Diabetes Care · doi:10.2337/dc12-0572 · Cited by 195 · see citing works
Wakefield, B. J., Holman, J. E., Ray, A. L., Scherubel, M., Adams, M. R., Hillis, S. L., & Rosenthal, G. E. (2011) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2010.0176 · Cited by 174 · see citing works
Sapkota, S., Brien, J.-A. E., Greenfield, J. R., & Aslani, P. (2015) · PLoS ONE · doi:10.1371/journal.pone.0118296 · Cited by 144 · see citing works
Integration of Depression and Hypertension Treatment: A Pilot, Randomized Controlled Trial
Bogner, H. R., & de Vries, H. F. (2008) · The Annals of Family Medicine · doi:10.1370/afm.843 · Cited by 140 · see citing works
Measuring beliefs about taking hypoglycaemic medication among people with Type 2 diabetes
Farmer, A. A., Kinmonth, A. L., & Sutton, S. R. (2005) · Diabetic Medicine · doi:10.1111/j.1464-5491.2005.01778.x · Cited by 138 · see citing works
Self-citationStatistical Methods for Rates and Proportions.
Marshall, T. F. D. C., & Fleiss, J. L. (1976) · Journal of the Royal Statistical Society Series D (The Statistician) · doi:10.2307/2988144 · Cited by 130 · see citing works
Shetty, A. S., Snehalatha, C., Nanditha, A., Raj, R. K. C., & Ramachandran, A. (2011) · PubMed · Cited by 128 · see citing works
Lindenmeyer, A., Hearnshaw, H., Vermeire, E., Royen, P. V., Wens, J., & Biot, Y. (2006) · Journal of Clinical Pharmacy and Therapeutics · doi:10.1111/j.1365-2710.2006.00759.x · Cited by 128 · see citing works
Leon, N., Surender, R., Bobrow, K., Muller, J., & Farmer, A. (2015) · BMC Family Practice · doi:10.1186/s12875-015-0289-7 · Cited by 126 · see citing works
Self-citationAutomated Outreach to Increase Primary Adherence to Cholesterol-Lowering Medications
Derose, S. F., Green, K., Marrett, E., Tunceli, K., Cheetham, T. C., Chiu, V. Y., Harrison, T. N., Reynolds, K., Vansomphone, S. S., & Scott, R. D. (2012) · JAMA Internal Medicine · doi:10.1001/2013.jamainternmed.717 · Cited by 126 · see citing works
Caring for Poorly Controlled Diabetes Mellitus: A Randomized Pharmacist Intervention
Odegard, P. S., Goo, A., Hummel, J., Williams, K. L., & Gray, S. L. (2005) · Annals of Pharmacotherapy · doi:10.1345/aph.1e438 · Cited by 126 · see citing works
Brath, H., Morak, J., Kästenbauer, T., Modre‐Osprian, R., Strohner‐Kästenbauer, H., Schwarz, M., Kort, W., & Schreier, G. (2013) · British Journal of Clinical Pharmacology · doi:10.1111/bcp.12184 · Cited by 121 · see citing works
de Tolly, K., Skinner, D., Nembaware, V., & Benjamin, P. (2012) · Telemedicine journal and e-health · doi:10.1089/tmj.2011.0058 · Cited by 114 · see citing works
Evaluating Medication Adherence: Which Measure Is Right for Your Program?
Fairman, K. A., & Matheral, B. (2000) · Journal of Managed Care Pharmacy · doi:10.18553/jmcp.2000.6.6.499 · Cited by 111 · see citing works
Glasgow, R. E., Kurz, D., King, D., Dickman, J. M., Faber, A. J., Halterman, E., Wooley, T., Toobert, D. J., Strycker, L. A., Estabrooks, P. A., et al. (2010) · Journal of General Internal Medicine · doi:10.1007/s11606-010-1480-0 · Cited by 106 · see citing works
Vervloet, M., van Dijk, L., Santen-Reestman, J., van Vlijmen, B., Bouvy, M. L., & de Bakker, D. H. (2011) · BMC Health Services Research · doi:10.1186/1472-6963-11-5 · Cited by 106 · see citing works
Effect of telephone follow‐up on adherence to a diabetes therapeutic regimen
NESARI, M., ZAKERIMOGHADAM, M., RAJAB, A., BASSAMPOUR, S., & FAGHIHZADEH, S. (2010) · Japan Journal of Nursing Science · doi:10.1111/j.1742-7924.2010.00146.x · Cited by 104 · see citing works
Facilitated Integrated Mood Management for adults with bipolar disorder
Miklowitz, D. J., Price, J., Holmes, E. A., Rendell, J., Bell, S. L., Budge, K., Christensen, J., Wallace, J., Simon, J., Armstrong, N., et al. (2012) · Bipolar Disorders · doi:10.1111/j.1399-5618.2012.00998.x · Cited by 88 · see citing works
Effective interventions to improve medication adherence in Type 2 diabetes: a systematic review
Williams, J. L. S., Walker, R. J., Smalls, B. L., Campbell, J. A., & Egede, L. E. (2013) · Diabetes Management · doi:10.2217/dmt.13.62 · Cited by 85 · see citing works
Wens, J., Vermeire, E., Hearnshaw, H., Lindenmeyer, A., Biot, Y., & Van Royen, P. (2008) · Diabetes Research and Clinical Practice · doi:10.1016/j.diabres.2007.06.006 · Cited by 81 · see citing works
Sapkota, S., Brien, J.-A. E., Greenfield, J. R., & Aslani, P. (2015) · PLoS ONE · doi:10.1371/journal.pone.0128581 · Cited by 76 · see citing works
Cassimatis, M., & Kavanagh, D. J. (2012) · Journal of Telemedicine and Telecare · doi:10.1258/jtt.2012.gth105 · Cited by 73 · see citing works
Carrasco, M., Salvador, C. H., Sagredo, P., Marquez-Montes, J., de Mingo, M. A. G., Fragua, J. A., Rodriguez, M. C., García-Olmos, L., López, F. J. G., Carrero, A. M., et al. (2008) · IEEE Transactions on Information Technology in Biomedicine · doi:10.1109/titb.2008.926429 · Cited by 72 · see citing works
Outcomes of a Home Telehealth Intervention for Patients with Diabetes and Hypertension
Wakefield, B. J., Holman, J. E., Ray, A. L., Scherubel, M., Adams, M. R., Hills, S. L., & Rosenthal, G. E. (2012) · Telemedicine Journal and e-Health · doi:10.1089/tmj.2011.0237 · Cited by 66 · see citing works
Vervloet, M., van Dijk, L., de Bakker, D. H., Souverein, P. C., Santen-Reestman, J., van Vlijmen, B., van Aarle, M. C. W., van der Hoek, L. S., & Bouvy, M. L. (2014) · Diabetic Medicine · doi:10.1111/dme.12439 · Cited by 65 · see citing works
A Miniature Compliance Monitor for Eyedrop Medication
Kass, M. A., Meltzer, D. W., & Gordon, M. O. (1984) · Archives of Ophthalmology · doi:10.1001/archopht.1984.01040031266033 · Cited by 64 · see citing works
Omran, D., Guirguis, L. M., & Simpson, S. H. (2012) · Canadian Journal of Diabetes · doi:10.1016/j.jcjd.2012.07.002 · Cited by 52 · see citing works
Guldberg, T. L., Vedsted, P., Kristensen, J. K., & Lauritzen, T. (2010) · Diabetic Medicine · doi:10.1111/j.1464-5491.2010.03178.x · Cited by 40 · see citing works
Doggrell, S. A. (2010) · Diabetic Medicine · doi:10.1111/j.1464-5491.2010.03137.x · Cited by 17 · see citing works
Graziano, J. A., & Gross, C. R. (2009) · Advances in Nursing Science · doi:10.1097/ans.0b013e3181b0d6d6 · Cited by 16 · see citing works
Hearnshaw, H., Lindenmeyer, A., Vermeire, E., Royen, P. V., Wens, J., & Biot, Y. (2006) · European Diabetes Nursing · doi:10.1002/edn.47 · Cited by 10 · see citing works
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Hanlon, P., Daines, L., Campbell, C., McKinstry, B., Weller, D., & Pinnock, H. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6688 · Cited by 499 · see citing works
“A 3-star weighted review by Farmer et al analyzed the impact on medication adherence of interventions using remote monitoring, messaging, or a combination [26].”
Timpel, P., Oswald, S., Schwarz, P. E. H., & Harst, L. (2020) · Journal of Medical Internet Research · doi:10.2196/16791 · Cited by 243 · see citing works
Aminuddin, H. B., Jiao, N., Jiang, Y., Hong, J., & Wang, W. (2021) · International Journal of Nursing Studies · doi:10.1016/j.ijnurstu.2019.02.003 · Cited by 157 · see citing works
Sahin, C., Courtney, K. L., Naylor, P., & E Rhodes, R. (2019) · DIGITAL HEALTH · doi:10.1177/2055207619845279 · Cited by 133 · see citing works
A systematic overview of systematic reviews evaluating medication adherence interventions
Anderson, L. J., Nuckols, T. K., Coles, C., Le, M. M., Schnipper, J. L., Shane, R., Jackevicius, C., Lee, J., Pevnick, J. M., Members of the PHARM-DC Group, et al. (2020) · American Journal of Health-System Pharmacy · doi:10.1093/ajhp/zxz284 · Cited by 122 · see citing works
Murphy, M. E., Byrne, M., Galvin, R., Boland, F., Fahey, T., & Smith, S. M. (2017) · BMJ Open · doi:10.1136/bmjopen-2016-015135 · Cited by 94 · see citing works
Kebede, M. M., Liedtke, T. P., Möllers, T., & Pischke, C. R. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7135 · Cited by 69 · see citing works
Enricho Nkhoma, D., Jenya Soko, C., Joseph Banda, K., Greenfield, D., Li, Y.-C. (., & Iqbal, U. (2021) · BMJ Health & Care Informatics · doi:10.1136/bmjhci-2020-100291 · Cited by 46 · see citing works
Prinjha, S., Ricci-Cabello, I., Newhouse, N., & Farmer, A. (2020) · JMIR mHealth and uHealth · doi:10.2196/15789 · Cited by 34 · see citing works
“Interventions to support medication adherence can lead to improved health outcomes [11].”
BackgroundSelf-citationRicci-Cabello, I., Bobrow, K., Islam, S. M. S., Chow, C. K., Maddison, R., Whittaker, R., & Farmer, A. J. (2019) · JMIR mHealth and uHealth · doi:10.2196/12191 · Cited by 36 · see citing works
Self-citationFarmer, A., Bobrow, K., Leon, N., Williams, N., Phiri, E., Namadingo, H., Cooper, S., Prince, J., Crampin, A., Besada, D., et al. (2021) · BMC Public Health · doi:10.1186/s12889-021-11874-7 · Cited by 29 · see citing works
Self-citationBartlett, Y. K., Newhouse, N., Long, H. A., Farmer, A., & French, D. (2019) · Patient Preference and Adherence · doi:10.2147/ppa.s217843 · Cited by 14 · see citing works
Self-citation
- Authors
- Farmer, A. J., McSharry, J., Rowbotham, S., McGowan, L., Ricci‐Cabello, I., & French, D. P.
- Affiliations
- Nuffield Department of Primary Care Health Sciences University of Oxford Oxford UK
- Ollscoil na Gaillimhe – University of Galway (IE)
- University of Manchester (GB)
- University of Oxford (GB)
- Corresponding author
- French, D. P.
- Venue
- Diabetic Medicine
- Publisher
- Wiley
- Published
- 2015-11-17
- Volume
- 33
- Issue
- 5
- Pages
- 565-579
- ISSN
- 0742-3071 (ISSN-L)
- 1464-5491
- OpenAlex
- W1958378891
- Cited by
- 106
- References
- 68
- Citations by year
- 2025: 5 · 2024: 10 · 2023: 12 · 2022: 11 · 2021: 23 · 2020: 8 · 2019: 15 · 2018: 9 · 2017: 8 · 2016: 5
- FWCI
- 1.24
- Type
- journal article
- Language
- en
- Open access
- Licence
- Locations
- Diabetic Medicine (publishedVersion)
- PubMed (publishedVersion)
- Research Explorer (The University of Manchester) (publishedVersion, other-oa)
- ARAN (University of Galway Research Repository) (Ollscoil na Gaillimhe – University of Galway) (submittedVersion, cc-by-nc-nd)
- Arrow@dit (Dublin Institute of Technology) (submittedVersion)
- University of Galway Research Repository (submittedVersion, cc-by-nc)
- Research Repository UCD (University College Dublin) (cc-by-nc)
- Funders
- National Institute on Handicapped Research
- Topics
- Health Sciences › Medicine › Family Practice › Medication Adherence and Compliance
- Health Sciences › Medicine › Endocrinology, Diabetes and Metabolism › Diabetes Management and Education
- Health Sciences › Health Professions › General Health Professions › Mobile Health and mHealth Applications
- Keywords
- medication adherence, type 2 diabetes, text messaging, web-based feedback, theory-based intervention, intervention effectiveness
- MeSH terms
- Diabetes Mellitus, Type 2, Humans, Hypoglycemic Agents, Middle Aged, Patient Education as Topic, Psychological Theory, Telephone, Randomized Controlled Trials as Topic, Drug Monitoring, Monitoring, Ambulatory, Evidence-Based Medicine, Internet, Feedback, Psychological, Medication Adherence, Precision Medicine, Self Report, Text Messaging
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