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Accepted for/Published in: JMIR Diabetes

Date Submitted: Mar 6, 2025
Date Accepted: Dec 3, 2025

The final, peer-reviewed published version of this preprint can be found here:

Continuous Glucose Monitors Among Adults With Type 2 Diabetes Mellitus in the Primary Care Setting: Qualitative Study Informed by Technology Acceptance Model and Health Belief Model

Knopp MI, Castleman AM, Schwarz A, Belger-Wallace J, Falciglia M, Zuzek A, Mendonca E

Continuous Glucose Monitors Among Adults With Type 2 Diabetes Mellitus in the Primary Care Setting: Qualitative Study Informed by Technology Acceptance Model and Health Belief Model

JMIR Diabetes 2025;10:e73446

DOI: 10.2196/73446

PMID: 41468590

PMCID: 12753101

Continuous Glucose Monitors among Adults with Type 2 Diabetes Mellitus in the Primary Care Setting: Qualitative Study Informed by Technology Acceptance Model and Health Belief Model

  • Michelle I Knopp; 
  • Ann Marie Castleman; 
  • Anna Schwarz; 
  • Jamarin Belger-Wallace; 
  • Mercedes Falciglia; 
  • Aleona Zuzek; 
  • Eneida Mendonca

ABSTRACT

Background:

Continuous Glucose Monitors (CGM) reduce the burden of glycemic monitoring and improve glycemic control, quality of life, and healthcare utilization. Despite expanded insurance coverage and adoption, barriers remain especially in primary care. Existing research largely evaluates specific populations or interventions, leaving limited insight into broader primary care experience.

Objective:

To examine the experiences of adults with T2D using CGM in primary care, guided by the Health Belief Model (HBM) and Technology Acceptance Model (TAM).

Methods:

16 participants (interviews n=12 and 1 focus group (n=4)) were recruited for the study with a mean age 57 years. 69% identified as Black, 69% as female, and 94% use public insurance. Six themes emerged: disease susceptibility, disease severity, influential drivers, perceived ease of use, perceived usefulness, and attitude toward using CGM. All participants found CGM helpful and would recommend it to others. While affirming numerous barriers well-described in other populations, this study uniquely describes the burden of co-morbidities, the trust in CGM data compared to glucometer-based monitoring, and the reliance on receivers to use CGM technology in this patient population.

Results:

16 participants (interviews n=12 and 1 focus group (n=4)) were recruited for the study with a mean age 57 years, 69% identified as Black, 69% as female, and 94% use public insurance. Six themes emerged: disease susceptibility, disease severity, influential drivers, perceived ease of use, perceived usefulness, and attitude toward using CGM. All participants found CGM helpful and would recommend it to others. While affirming numerous barriers well described in other populations, this study uniquely describes the impact of co-morbidities, the trust in CGM data compared to finger-prick monitoring, and the reliance on receivers to use CGM technology, in this patient population.

Conclusions:

CGM is valued by adults with T2D in primary care, yet barriers remain. Tailored support for initiation, troubleshooting and education (especially alarm management and data interpretation) are needed. These insights can inform scalable strategies to enhance CGM use and experience in primary care.


 Citation

Please cite as:

Knopp MI, Castleman AM, Schwarz A, Belger-Wallace J, Falciglia M, Zuzek A, Mendonca E

Continuous Glucose Monitors Among Adults With Type 2 Diabetes Mellitus in the Primary Care Setting: Qualitative Study Informed by Technology Acceptance Model and Health Belief Model

JMIR Diabetes 2025;10:e73446

DOI: 10.2196/73446

PMID: 41468590

PMCID: 12753101

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