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Narain KDC, Tseng CH, Bell D, Do A, Follett R, Duru OK, Moreno G, Mangione C. An Effectiveness Study of a Primary Care-embedded Clinical Pharmacist-Led Intervention Among Patients With Diabetes and Medicaid Coverage. J Pharm Pract 2024; 37:66-73. [PMID: 36052841 PMCID: PMC10804690 DOI: 10.1177/08971900221125008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Objective: Examine the impact of a primary care-embedded clinical pharmacist-led intervention (UCMyRx) on hemoglobin A1C and blood pressure control, relative to usual care, among patients with Type 2 diabetes (TD2) and Medicaid, in a large healthcare system. Methods: We used data extracted from the Electronic Health Records system and a Difference-In-Differences study design with a 2:1 propensity-matched comparison group to evaluate the impact of UCMyRx on HbA1c and systolic blood pressure among patients with TD2 and Medicaid, relative to usual care. Results: Having at least one UCMyRx clinical pharmacist visit was associated with a significant reduction in HbA1c; (-.27%, P-value= .03) but no impact on SBP. We do not find differential UCMyRx effects on HbA1c or SBP among the subpopulations with baseline HbA1C ≥9% or SBP ≥150 mmHg, respectively. In Charlson Comorbidity Index (CCI)-stratified analyses we found stronger UCMyRx effects on HbA1C (-.47%, P-value< .02) among the CCI tercile with the lowest comorbidity score (CC1 ≤ 5). Significant UCMyRx effects are only observed among the subpopulation of Medicaid beneficiaries without Medicare (-.35%, P-value= .02). Conclusions: The UCMyRx intervention is a useful strategy for improving HbA1c control among patients with TD2 and Medicaid.
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Affiliation(s)
- Kimberly Danae Cauley Narain
- Division of General Internal Medicine and Health Services Research, Department of Medicine, University of California, Los Angeles, CA, USA
- Center for Health Advancement, Fielding School of Public Health, University of California Los Angeles, Los Angeles, CA, USA
| | - Chi-Hong Tseng
- Division of General Internal Medicine and Health Services Research, Department of Medicine, University of California, Los Angeles, CA, USA
| | - Douglas Bell
- Division of General Internal Medicine and Health Services Research, Department of Medicine, University of California, Los Angeles, CA, USA
- Clinical and Translational Science Institute, University of California, Los Angeles, CA, USA
| | - Amanda Do
- Clinical and Translational Science Institute, University of California, Los Angeles, CA, USA
| | - Rob Follett
- Clinical and Translational Science Institute, University of California, Los Angeles, CA, USA
| | - O. Kenrik Duru
- Division of General Internal Medicine and Health Services Research, Department of Medicine, University of California, Los Angeles, CA, USA
| | - Gerardo Moreno
- Department of Family Medicine, David Geffen School of Medicine, Los Angeles, CA, USA
| | - Carol Mangione
- Division of General Internal Medicine and Health Services Research, Department of Medicine, University of California, Los Angeles, CA, USA
- Department of Health Policy and Management, Fielding School of Public Health, Los Angeles, CA, USA
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Sagalla N, Yancy WS, Edelman D, Jeffreys AS, Coffman CJ, Voils CI, Alexopoulos AS, Maciejewski ML, Dar M, Crowley MJ. Factors associated with non-adherence to insulin and non-insulin medications in patients with poorly controlled diabetes. Chronic Illn 2022; 18:398-409. [PMID: 33100020 PMCID: PMC8995079 DOI: 10.1177/1742395320968627] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
OBJECTIVES To evaluate differences in factors associated with self-reported medication non-adherence to insulin and non-insulin medications in patients with uncontrolled type 2 diabetes. METHODS In this secondary analysis of a randomized trial in patients with obesity and uncontrolled type 2 diabetes, multivariable logistic regression was used to evaluate associations between several clinical factors (measured with survey questionnaires at study baseline) and self-reported non-adherence to insulin and non-insulin medications. RESULTS Among 263 patients, reported non-adherence was 62% (52% for insulin, 55% for non-insulin medications). Reported non-adherence to non-insulin medications was less likely in white versus non-white patients (odds ratio (OR) = 0.42; 95%CI: 0.22,0.80) and with each additional medication taken (OR = 0.75; 95%CI: 0.61,0.93). Non-adherence to non-insulin medications was more likely with each point increase in a measure of diabetes medication intensity (OR = 1.43; 95%CI: 1.01,2.03), the Problem Areas in Diabetes (PAID) score (OR = 1.06; 95%CI: 1.02,1.12), and in men versus women (OR = 3.03; 95%CI: 1.06,8.65). For insulin, reporting non-adherence was more likely (OR = 1.02; 95%CI: 1.00,1.04) with each point increase in the PAID. DISCUSSION Despite similar overall rates of reported non-adherence to insulin and non-insulin medications, factors associated with reported non-adherence to each medication type differed. These findings may help tailor approaches to supporting adherence in patients using different types of diabetes medications.
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Affiliation(s)
- Nicole Sagalla
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of Endocrinology, Duke University Medical Center, Durham, USA
| | - William S Yancy
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of General Internal Medicine, Duke University Medical Center, Durham, USA.,Duke Diet and Fitness Center, Durham, USA
| | - David Edelman
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of General Internal Medicine, Duke University Medical Center, Durham, USA
| | - Amy S Jeffreys
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA
| | - Cynthia J Coffman
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Biostatistics and Bioinformatics, Duke University, Durham, USA
| | - Corrine I Voils
- William S. Middleton Memorial Veterans Hospital, Madison, USA.,Department of Surgery, University of Wisconsin, School of Medicine and Public Health, Madison, USA
| | - Anastasia-Stefania Alexopoulos
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of Endocrinology, Duke University Medical Center, Durham, USA
| | - Matthew L Maciejewski
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of General Internal Medicine, Duke University Medical Center, Durham, USA.,Department of Population Health Sciences, Duke University Medical Center, Durham, USA
| | - Moahad Dar
- Division of Endocrinology and Metabolism, East Carolina University, Greenville, USA.,Greenville Veterans Affairs Health Care Center, Greenville, USA
| | - Matthew J Crowley
- Center of Innovation to Accelerate Discovery and Practice Transformation (ADAPT), Durham VA Medical Center, Durham, USA.,Department of Medicine, Division of Endocrinology, Duke University Medical Center, Durham, USA
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Ding A, Dixon SW, Ferries EA, Shrank WH. The role of integrated medical and prescription drug plans in addressing racial and ethnic disparities in medication adherence. J Manag Care Spec Pharm 2022; 28:379-386. [PMID: 35199574 PMCID: PMC10372970 DOI: 10.18553/jmcp.2022.28.3.379] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
Medication nonadherence in the United States contributes to 125,000 deaths and 10% of hospitalizations annually. The pain of preventable deaths and the personal costs of nonadherence are borne disproportionately by Black, Latino, and other minority groups because nonadherence is higher in these groups due to a variety of factors. These factors include socioeconomic challenges, issues with prescription affordability and convenience of filling and refilling them, lack of access to pharmacies and primary care services, difficulty taking advantage of patient engagement opportunities, health literacy limitations, and lack of trust due to historical and structural discrimination outside of and within the medical system. Solutions to address the drivers of lower medication adherence, specifically in minority populations, are needed to improve population outcomes and reduce inequities. While various solutions have shown some traction, these solutions have tended to be challenging to scale for wider impact. We propose that integrated medical and pharmacy plans are well positioned to address racial and ethnic health disparities related to medication adherence. DISCLOSURES: This study was not supported by any funding sources other than employment of all authors by Humana Inc. Humana products and programs are referred to in this article.
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Alexandre K, Campbell J, Bugnon M, Henry C, Schaub C, Serex M, Elmers J, Desrichard O, Peytremann-Bridevaux I. Factors influencing diabetes self-management in adults: an umbrella review of systematic reviews. JBI Evid Synth 2021; 19:1003-1118. [PMID: 33741836 DOI: 10.11124/jbies-20-00020] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
OBJECTIVE The objective of this review was to identify and describe the factors influencing diabetes self-management in adults by summarizing the available evidence concerning their types, categories, and relative importance. INTRODUCTION A wide range of factors, acting simultaneously, influence diabetes self-management and interfere with its actual application by patients. There is a variety of systematic reviews of these factors; however, a more thorough examination of their influences was lacking. INCLUSION CRITERIA Systematic reviews of qualitative or quantitative literature focusing on factors influencing adult diabetes self-management in general or on individual behaviors (ie, management of oral antidiabetic medication and insulin injections, self-monitoring of blood glucose, foot care, healthy eating, regular exercise, and smoking cessation) will be included. METHODS We performed an extensive search of 11 bibliographic databases, including gray literature, up to June 2019. Quantitative and qualitative findings were summarized separately and labeled according to their types (eg, facilitator/barrier, strength and direction of association), categories (eg, demographic, social), and frequency of occurrence. RESULTS We identified 51 types of factors within 114 systematic reviews, which mostly addressed medication-taking behavior. Thirty-two (62.7%) factors were reported in both qualitative and quantitative literature. The predominant influences were psychological factors and behavioral attributes/skills factors. The most frequently reported facilitators of diabetes self-management were motivation to diabetes self-management, a favorable attitude to diabetes self-management, knowledge about the disease, medication and behaviors associated with diabetes self-management, skills, and self-efficacy/perceived behavioral control. The predominant barriers were the presence of depression, and polypharmacy or drug regimen complexity. The demographic factor of female sex was frequently reported for its negative influence on diabetes self-management, whereas older age was a positive factor. The social/cultural and physical environment were the least-studied categories. Other factors such as social support from family, friends, or networks; interventions led by health professionals; and a strong community environment with good social services favoring diabetes self-management were reported as major facilitators of diabetes self-management. CONCLUSIONS Essential components of interventions to promote effective diabetes self-management should aim to help adults manage the effects of specific factors related to their psychological and practical self-management experience. Screening for depression, in particular, should become an integral part of the support for adult diabetes self-management, as depression is a particular obstacle to the effectiveness of diabetes self-management. Future studies should more deeply examine the influence of factors identified in the sociocultural and physical environment categories. Research should properly consider and invest efforts in strengthening social support and innovative community care approaches, including pharmacist- and nurse-led care models for encouraging and improving adult diabetes self-management. Finally, researchers should examine non-modifiable factors - age, sex, or socioeconomic status - in the light of factors from other categories in order to deepen understanding of their real-world patterns of action on adult diabetes self-management. SYSTEMATIC REVIEW REGISTRATION NUMBER PROSPERO CRD42018084665.
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Affiliation(s)
- Ketia Alexandre
- School of Health Sciences (HESAV), University of Applied Sciences and Arts Western Switzerland (HES-SO), Lausanne, Switzerland.,Bureau d'Echange des Savoirs pour des praTique exemplaires de soins (BEST): A JBI Centre of Excellence, Lausanne, Switzerland
| | - Joan Campbell
- School of Health Sciences (HESAV), University of Applied Sciences and Arts Western Switzerland (HES-SO), Lausanne, Switzerland.,Bureau d'Echange des Savoirs pour des praTique exemplaires de soins (BEST): A JBI Centre of Excellence, Lausanne, Switzerland
| | - Marie Bugnon
- Faculté de Psychologie et des Sciences de l'Education, University of Geneva, Geneva, Switzerland
| | - Cristina Henry
- Association Vaudoise d'Aide et de Soins À Domicile (AVASAD), Lausanne, Switzerland
| | - Corinne Schaub
- School of Health Sciences (HESAV), University of Applied Sciences and Arts Western Switzerland (HES-SO), Lausanne, Switzerland.,Bureau d'Echange des Savoirs pour des praTique exemplaires de soins (BEST): A JBI Centre of Excellence, Lausanne, Switzerland
| | - Magali Serex
- School of Health Sciences (HESAV), University of Applied Sciences and Arts Western Switzerland (HES-SO), Lausanne, Switzerland.,Bureau d'Echange des Savoirs pour des praTique exemplaires de soins (BEST): A JBI Centre of Excellence, Lausanne, Switzerland
| | - Jolanda Elmers
- Centre Hospitalier Universitaire Vaudois (CHUV), University of Lausanne, Lausanne, Switzerland
| | - Olivier Desrichard
- Faculté de Psychologie et des Sciences de l'Education, University of Geneva, Geneva, Switzerland
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An Effectiveness Evaluation of a Primary Care-Embedded Clinical Pharmacist-Led Intervention Among Blacks with Diabetes. J Gen Intern Med 2020; 35:2569-2575. [PMID: 32144694 PMCID: PMC7458955 DOI: 10.1007/s11606-020-05750-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Revised: 02/07/2020] [Accepted: 02/14/2020] [Indexed: 01/22/2023]
Abstract
BACKGROUND Black individuals with type 2 diabetes suffer disproportionate morbidity and mortality relative to whites with type 2 diabetes, irrespective of health insurance coverage. OBJECTIVE Examine the impact of a primary care-embedded clinical pharmacist-led intervention (UCMyRx) on cardiovascular risk factor control among blacks with type 2 diabetes in a large healthcare system. DESIGN We used data extracted from the electronic health records (EHR) system and a difference-in-differences study design with a propensity-matched comparison group to evaluate the impact of UCMyRx on HbA1c and systolic blood pressure (SBP) among black patients with type 2 diabetes, relative to usual care. PARTICIPANTS Individuals with type 2 diabetes identified as either black or African American in the EHR that were ≥ 18 years of age that had the following observations during the study window (03/02/2013-12/31/18: (1) HbA1C ≥ 8%, at least once, anywhere between 365 days before and 14 days after the UCMyRx visit and a follow-up HbA1c measure within 120 to 365 days after the visit and/or (2) SBP ≥ 140 mmHg at least once between 365 days before and 14 days after the UCMyRx visit that had a follow-up SBP measure within 120 to 450 days after the visit. INTERVENTION UCMyRx pharmacists review labs and vital signs, perform medication reconciliation, use a standardized survey to assess barriers to medication adherence, and develop tailored interventions to improve medication adherence. MAIN MEASURES Change in HbA1c and change in SBP from before to after the first UCMyRx visit. KEY RESULTS Having at least one visit with a UCMyRx clinical pharmacist was associated with a significant reduction in HbA1c (- 0.4%, p value = .01); however, there was no significant impact on SBP (- .051 mmHg, p value = 0.74). CONCLUSIONS The UCMyRx intervention is a useful strategy for improving HbA1c control among blacks with type 2 diabetes.
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Tan C, Abdin E, Liang W, Poon LY, Poon NY, Verma S. Medication adherence in first-episode psychosis patients in Singapore. Early Interv Psychiatry 2019. [PMID: 29521010 DOI: 10.1111/eip.12559] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
AIM Early intervention programmes for first episode psychosis (FEP) aim to reduce the duration of untreated psychosis (DUP) and improve functional outcomes. The sustained maintenance of improved outcomes depends largely on patients' adherence to prescribed treatment. This paper examines the prevalence of non-adherence in a cohort of patients with FEP and the sociodemographic and clinical factors associated with non-adherent behaviour. METHODS The sample included consecutive patients accepted from 2007 to 2012 into the Early Psychosis Intervention Programme (EPIP) in Singapore. Sociodemographic variables as well as DUP, insight, severity of psychopathology and clinical diagnoses were collected. Patients were assessed at baseline and 1 year with the PANSS and Global Assessment of Functioning Scale (GAF). Medication adherence was grouped into 3 categories: no-adherence, partial adherence and regular adherence. RESULTS Of the 445 patients included, 51% were male with a mean age of 26.3 years, 74.6% had schizophrenia spectrum and delusional disorders, 14% had affective psychosis and 11.3% had brief psychotic disorder or psychotic disorder not otherwise specified. At 1 year follow up, 65.5% reported regular adherence, 18.7% were partially adherent and 15.8% were non-adherent. Non-adherence was correlated with male gender, living alone and having poorer judgement and insight. Partial adherence was associated with Malay ethnicity and having undergone national service. CONCLUSION Medication adherence is prevalent in FEP and associated with a variety of factors. This study supports the use of culturally appropriate interventions in addressing barriers to adherence. Further studies would need to be done to address specific factors affecting adherence outcomes.
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Affiliation(s)
- Chunzhen Tan
- Department of Early Psychosis Intervention, Institute of Mental Health, Singapore
| | | | - Wilfred Liang
- Department of Early Psychosis Intervention, Institute of Mental Health, Singapore
| | - Lye Yin Poon
- Department of Early Psychosis Intervention, Institute of Mental Health, Singapore
| | - Ngar Yee Poon
- Department of Early Psychosis Intervention, Institute of Mental Health, Singapore
| | - Swapna Verma
- Department of Early Psychosis Intervention, Institute of Mental Health, Singapore
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Lin LK, Sun Y, Heng BH, Chew DEK, Chong PN. Medication adherence and glycemic control among newly diagnosed diabetes patients. BMJ Open Diabetes Res Care 2017; 5:e000429. [PMID: 28878942 PMCID: PMC5574459 DOI: 10.1136/bmjdrc-2017-000429] [Citation(s) in RCA: 59] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2017] [Revised: 06/26/2017] [Accepted: 07/07/2017] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Poor medication adherence can have negative consequences for the patients, the provider, the physician, and the sustainability of the healthcare system. To our knowledge, the association between medication adherence and glycemic control among newly diagnosed diabetes patients has not been studied. This study aims to bridge the gap. METHOD This is a retrospective cohort study of 2463 patients managed in the National Healthcare Group in Singapore with newly diagnosed diabetes. Patients were followed up for the first two years from their first medication dispensed for measuring medication adherence, proportion of days covered (PDC); and for another three years for investigating outcomes of glycemic control, emergency department visit, and hospitalization. Multivariable regressions were performed to study the association between medication adherence and the outcomes as well as the risk factors of poor adherence. RESULTS The prevalence of medication adherence (PDC≥80%) was 65.0% (95% CI 63.1% to 66.9%) among newly diagnosed diabetes patients in Singapore. Male, Indian, or patients without hypertension or dyslipidemia were associated with poorer medication adherence. The HbA1c level of poor adherent patients (PDC <40%) increased by 0.4 (95% CI 0.2 to 0.5) over the two years, and they were also more likely to have hospitalization (OR 2.6,95% CI 1.7 to 3.8) or emergency department visit (OR 2.4,95% CI 1.7 to 3.4) compared with the fully adherent patients (PDC=100%). CONCLUSIONS The medication adherence in the early stage of diabetes is important for maximizing the effectiveness of pharmaceutical therapy. Health policies or interventions targeting the improvement of medication adherence among newly diagnosed diabetes patients are in need.
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Affiliation(s)
- Lee-Kai Lin
- Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore
| | - Yan Sun
- Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore
| | - Bee Hoon Heng
- Health Services & Outcomes Research, National Healthcare Group, Singapore, Singapore
| | - Daniel Ek Kwang Chew
- Department of Endocrinology, Tan Tock Seng Hospital, Singapore, Singapore
- Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University Singapore, Singapore, Singapore
| | - Phui-Nah Chong
- National Healthcare Group Polyclinics, Singapore, Singapore
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The MEssaging for Diabetes (MED) intervention improves short-term medication adherence among low-income adults with type 2 diabetes. J Behav Med 2016; 39:995-1000. [PMID: 27488604 DOI: 10.1007/s10865-016-9774-2] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/19/2016] [Accepted: 07/16/2016] [Indexed: 01/19/2023]
Abstract
Adults with type 2 diabetes (T2DM) and low socioeconomic status (SES) have high rates of medication nonadherence, and, in turn, suboptimal glycemic control (hemoglobin A1c [HbA1c]). We tested the initial efficacy of a short message service (SMS) text messaging and interactive voice response (IVR) intervention to promote adherence among this high-risk group. Eighty low SES, diverse adults with T2DM used the MEssaging for Diabetes (MED) SMS/IVR intervention for 3 months. We used a pre-post single group design to explore adherence changes over 3 months, and a quasi-experimental design to test the impact of MED on HbA1c among the intervention group relative to a matched, archival control group. Compared to baseline, adherence improved at one (AOR 3.88, 95 % CI 1.79, 10.86) and at 2 months (AOR 3.76, 95 % CI 1.75, 17.44), but not at 3 months. HbA1c remained stable, with no differences at 3 months between the intervention group and the control group. MED had a positive, short-term impact on adherence, which did not translate to improvements in HbA1c. Future research should explore the longer-term impact of SMS/IVR interventions on the medication adherence of high risk adults with T2DM.
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