Mobile Phone Apps Targeting Medication Adherence: Quality Assessment and Content Analysis of User Reviews
- PMID: 30702435
- PMCID: PMC6374723
- DOI: 10.2196/11919
Mobile Phone Apps Targeting Medication Adherence: Quality Assessment and Content Analysis of User Reviews
Abstract
Background: With the accessibility and widespread use of mobile phones, mobile phone apps targeting medication adherence may be useful tools to help patients take medications as prescribed.
Objective: Our objectives were to (1) characterize and assess mobile phone medication adherence apps guided by a conceptual framework on the focus of adherence interventions and (2) conduct a content analysis of Web-based reviews to explore users' perspectives and experiences with mobile phone medication adherence apps.
Methods: We searched for mobile phone medication adherence apps using keyword searches in Apple and Android operating systems. We characterized all apps in terms of number of downloads, ratings, languages, cost, and disease target. We categorized apps according to 4 key features of (1) alerting to take medication, (2) tracking medication taking, (3) reminding to refill or indicating amount of medication left, and (4) storing medication information. We then selected representative apps from each operating system for detailed quality assessment and user testing. We also downloaded Web-based reviews for these selected apps and conducted a qualitative content analysis using an inductive approach involving steps of initial open coding, construction of categories, and abstraction into themes.
Results: We identified 704 apps (443 from Apple and 261 from Android). The majority of apps across both operating systems had 1 or 2 features-specifically, 37.2% (165/443) and 38.1% (169/443) of Apple apps, respectively, and 41.4% (108/261) and 31.4% (108/261) of Android apps, respectively. Quality assessment and user testing of 20 selected apps revealed apps varied in quality and commonly focused on behavioral strategies to enhance medication adherence through alerts, reminders, and logs. A total of 1323 eligible Web-based reviews from these 20 selected apps were analyzed, and the following themes emerged: (1) features and functions appreciated by users, which included the ability to set up customized medication regimen details and reminders, monitor other health information (eg, vitals, supplements, and manage multiple people or pets), support health care visits (eg, having a list of medications and necessary health information in 1 app); (2) negative user experiences that captured technical difficulties (glitches, confusing app navigation, and poor interoperability), dosage schedule, and reminder setup inflexibility; and (3) desired functions and features related to optimization of information input, improvement of reminders, and upgrading app performance (better synchronization or backup of data and interoperability).
Conclusions: A large number of mobile phone medication adherence apps are currently available. The majority of apps have features representing a behavioral approach to intervention. Findings of the content analysis offer mostly positive feedback as well as insights into current limitations and improvements that could be addressed in current and future medication adherence apps.
Keywords: mHealth; medication adherence; mobile apps.
©Jamie Yea Eun Park, Jenny Li, Alyssa Howren, Nicole Wen Tsao, Mary De Vera. Originally published in JMIR Mhealth and Uhealth (http://mhealth.jmir.org), 31.01.2019.
Conflict of interest statement
Conflicts of Interest: None declared.
Figures


Similar articles
-
Mobile Apps for Medication Management: Review and Analysis.JMIR Mhealth Uhealth. 2019 Sep 11;7(9):e13608. doi: 10.2196/13608. JMIR Mhealth Uhealth. 2019. PMID: 31512580 Free PMC article. Review.
-
Is There a Good App for That? Evaluating m-Health Apps for Strategies That Promote Pediatric Medication Adherence.Telemed J E Health. 2016 Nov;22(11):929-937. doi: 10.1089/tmj.2015.0211. Epub 2016 Apr 12. Telemed J E Health. 2016. PMID: 27070837
-
Assessment of medication adherence app features, functionality, and health literacy level and the creation of a searchable Web-based adherence app resource for health care professionals and patients.J Am Pharm Assoc (2003). 2016 May-Jun;56(3):293-302. doi: 10.1016/j.japh.2015.12.014. Epub 2016 Apr 7. J Am Pharm Assoc (2003). 2016. PMID: 27067551
-
Assessing Parents' Needs in Using Phone Applications to Improve Medication Adherence in an Outpatient Pediatric Oncology Clinic.J Pediatr Hematol Oncol. 2020 Jul;42(5):e277-e280. doi: 10.1097/MPH.0000000000001621. J Pediatr Hematol Oncol. 2020. PMID: 31688633
-
Can Mobile Phone Apps Influence People's Health Behavior Change? An Evidence Review.J Med Internet Res. 2016 Oct 31;18(11):e287. doi: 10.2196/jmir.5692. J Med Internet Res. 2016. PMID: 27806926 Free PMC article. Review.
Cited by
-
Lifestyle Modifications for Migraine Management.Front Neurol. 2022 Mar 18;13:719467. doi: 10.3389/fneur.2022.719467. eCollection 2022. Front Neurol. 2022. PMID: 35370920 Free PMC article. Review.
-
Diet-Related Mobile Apps to Promote Healthy Eating and Proper Nutrition: A Content Analysis and Quality Assessment.Int J Environ Res Public Health. 2021 Mar 28;18(7):3496. doi: 10.3390/ijerph18073496. Int J Environ Res Public Health. 2021. PMID: 33800531 Free PMC article.
-
Mobile Apps for Medication Management: Review and Analysis.JMIR Mhealth Uhealth. 2019 Sep 11;7(9):e13608. doi: 10.2196/13608. JMIR Mhealth Uhealth. 2019. PMID: 31512580 Free PMC article. Review.
-
Using the RE-AIM framework to evaluate internal and external validity of mobile phone-based interventions in diabetes self-management education and support.J Am Med Inform Assoc. 2020 Jun 1;27(6):946-956. doi: 10.1093/jamia/ocaa041. J Am Med Inform Assoc. 2020. PMID: 32377676 Free PMC article.
-
Satisfaction and Usability of a Commercially Available Medication Adherence App (Medisafe) Among Medically Underserved Patients With Chronic Illnesses: Survey Study.JMIR Hum Factors. 2025 Jan 7;12:e63653. doi: 10.2196/63653. JMIR Hum Factors. 2025. PMID: 39773694 Free PMC article. Clinical Trial.
References
-
- World Health Organization. 2003. [2018-08-03]. Adherence to long-term therapies- evidence for action http://www.who.int/chp/knowledge/publications/adherence_full_report.pdf .
-
- Patrick K, Griswold WG, Raab F, Intille SS. Health and the mobile phone. Am J Prev Med. 2008 Aug;35(2):177–81. doi: 10.1016/j.amepre.2008.05.001. http://europepmc.org/abstract/MED/18550322 S0749-3797(08)00407-8 - DOI - PMC - PubMed
-
- Bailey SC, Belter LT, Pandit AU, Carpenter DM, Carlos E, Wolf MS. The availability, functionality, and quality of mobile applications supporting medication self-management. J Am Med Inform Assoc. 2014;21(3):542–6. doi: 10.1136/amiajnl-2013-002232. http://jamia.oxfordjournals.org/cgi/pmidlookup?view=long&pmid=24163156 amiajnl-2013-002232 - DOI - PMC - PubMed
-
- Dayer L, Heldenbrand S, Anderson P, Gubbins PO, Martin BC. Smartphone medication adherence apps: potential benefits to patients and providers. J Am Pharm Assoc (2003) 2013;53(2):172–81. doi: 10.1331/JAPhA.2013.12202. http://europepmc.org/abstract/MED/23571625 S1544-3191(15)30311-3 - DOI - PMC - PubMed
-
- Dayer LE, Shilling R, Van Valkenburg M, Martin BC, Gubbins PO, Hadden K, Heldenbrand S. Assessing the medication adherence app marketplace from the health professional and consumer vantage points. JMIR Mhealth Uhealth. 2017 Apr 19;5(4):e45. doi: 10.2196/mhealth.6582. http://mhealth.jmir.org/2017/4/e45/ v5i4e45 - DOI - PMC - PubMed
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources