ReviewDrugs & aging2013
Medication (re)fill adherence measures derived from pharmacy claims data in older Americans: a review of the literature.
Review in Drugs & aging, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 74 papers, 5 of them syntheses that pooled it.
What it found
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
74 citing papers in PubMed, 5 syntheses or guidelines pooled it.
- The effect of pharmacist intervention on medication adherence measured with proportion of days covered: a systematic review and meta-analysis.International journal of clinical pharmacy · 2025Pooled it
- Pooled it
- A systematic review of methods for determining cross-sectional active medications using pharmacy databases.Pharmacoepidemiology and drug safety · 2019Pooled it
- Pooled it
- In search of a standard when analyzing medication adherence in patients with heart failure using claims data: a systematic review.Heart failure reviews · 2018Pooled it
- A novel statistical method for assessing effective adherence to medication and calculating optimal drug dosages.PloS one · 2018Trial
- Cost of illness of type 2 diabetes mellitus with a cardiovascular comorbidity and comparison with guideline recommendations: a German claims data analysis.BMC health services research · 2026Article
- Healthcare and Nonhealthcare Costs: Youth With Diabetes and Food Insecurity.American journal of preventive medicine · 2026Observational
- Estimating hypertension medication adherence among adults using linked Belgian health interview survey and administrative pharmacy refill data.BMC public health · 2026Article
- Treatment and associated outcomes of type 2 diabetes mellitus patients with a cardiovascular comorbidity and comparison with guideline recommendations: a German claims data analysis.Cardiovascular diabetology · 2025Observational
- Investigating adherence to tyrosine kinase inhibitors in renal cancer.Journal of oncology pharmacy practice : official publication of the International Society of Oncology Pharmacy Practitioners · 2025Article
- Adherence Labeling: Understanding the Origins, Limitations, and Ethical Challenges of "Diagnosing" Nonadherence.Annals of family medicine · 2025Article
- High-risk medication use among older adults with cognitive impairment living alone in the United States.Journal of the American Geriatrics Society · 2024Article
- Formative Perceptions of a Digital Pill System to Measure Adherence to Heart Failure Pharmacotherapy: Mixed Methods Study.JMIR cardio · 2024Article
- How to Optimize Deimplementation of Sentinel Lymph Node Biopsy?The breast journal · 2024Article
- Medications Adherence and Associated Factors Among Patients with Stroke in Iraq.Patient preference and adherence · 2024Article
- Polypharmacy and medication fill nonadherence in a population-based sample of adolescent and young adult cancer survivors, 2008-2017.Journal of cancer survivorship : research and practice · 2023Article
- Psychometric Properties of a Machine Learning-Based Patient-Reported Outcome Measure on Medication Adherence: Single-Center, Cross-Sectional, Observational Study.Journal of medical Internet research · 2023Observational
- Objective Assessment of Adherence and Inhaler Technique among Asthma and COPD Patients in London: A Study in Community Pharmacies Using an Electronic Monitoring Device.Pharmacy (Basel, Switzerland) · 2023Article
- Assessment of Medication Adherence Using Pharmacy Data Before and After Percutaneous Coronary Intervention.Patient preference and adherence · 2023Article
14 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Medication nonadherence is a significant public health problem that affects the health and well-being of older Americans while burdening the US healthcare system. Pharmacy claims data have gained importance in deriving objective medication (re)fill adherence measures; however, little is known about application of such measures in older Americans. The objective of this study was to assess the types and characteristics of pharmacy claims-derived medication (re)fill adherence measures used in older Americans. A comprehensive literature search strategy was employed to identify all articles using pharmacy claims data to measure (re)fill adherence to prescription medications in older Americans aged 65+ years. Included were articles reporting original research studies conducted and published in the USA in English between 1 January 2000 and 1 November 2012. The basic search used multiple key terms indicating adherence, combined with the term "medication" and the term "pharmacy claims or administrative claims." Due to the variety of measure names used in the literature, a more specific search was added to repeat the basic search for 29 previously used medication (re)fill adherence measure names. Articles identified through the database search were manually reviewed to select only articles meeting the inclusion criteria. The search resulted in a total of 36 articles. Information on medication (re)fill measurements were extracted and summarized. The 36 articles used 20 differently named measures under the three main concepts: medication adherence, persistence, and discontinuation. Measures of medication adherence cumulatively assessed the proportion of time at which medications were (not) filled over a predefined observation period (e.g., medication possession ratio). Measures of medication persistence assessed the continuity of medication filling over a specified time period, while medication discontinuation measures focused on termination of medication (re)fills. Overall, almost two thirds of all identified articles used a single medication (re)fill adherence measure. Among them, 77 % used a medication possession measure. The term "medication possession ratio" (MPR) was used most frequently (65 %), followed by the "proportion of days covered" (PDC; 30 %). No single measure can be generally recommended for the use in older Americans. The challenges in using pharmacy claims-based medication (re)fill adherence measures in older Americans include a lack of consensus terminology and algorithms among measures of the same concepts, insufficient transparency of individual measure operationalization, and inadequate consideration of unique characteristics of the older population, such as temporary nursing home care. Although medication (re)fill adherence measures may be well suited for measuring medication adherence in older Americans, little guidance is available on how to use them in this population. Further efforts need to be given to the development and standardization of pharmacy claims-based medication (re)fill measures that are specifically tailored toward use in older Americans.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.