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Diabetes

Glucose Buddy app associated with improved type 1 HbA1c in a trial

Kirwan M, Vandelanotte C, Fenning A, et al. · Journal of medical Internet research · 2013

Open access · cc by · source: Europe PMC

Adults with poorly controlled type 1 diabetes using Glucose Buddy plus weekly educator texts lowered HbA1c versus usual care.

Study at a glance

Design
RCT — Glucose Buddy app plus weekly CDE text feedback vs usual care
N
N=72 · Adults with type 1 diabetes; outcomes to 9 months
Population
Adults with type 1 diabetes using a smartphone self-management app
Outcome
HbA1c change vs usual care

Structured fields used in claim comparison tables when every cited study has a complete layer.

Key findings

App plus feedback produced a significant HbA1c decrease versus usual care; usage frequency did not clearly mediate the HbA1c change.

Methodology

Two-arm RCT randomized 72 adults with type 1 diabetes to Glucose Buddy smartphone self-management plus weekly CDE text feedback versus usual care, with outcomes to 9 months.

Limitations

Whether app alone without CDE texts works, long-term durability beyond the trial, or QoL gains despite better glycemia.

How this study connects

Role on claims

Each row is a claim on a concept or method page where this paper supports, challenges, or qualifies the statement. Roles are hand-checked — not a model guess.

  • QualifiesDiabetes Careconcept

    Gestational diabetes marks markedly higher later type 2 diabetes risk in linked records.

    Among women with gestational diabetes in linked records, adjusted rates showed markedly higher later type 2 diabetes risk and elevated hypertension and ischemic heart disease risks versus comparison women.

    Scope note — different question — type 1 app glycaemia trial, not GDM sequelae

    Limits the claim's scope: a different population, assay, or outcome.

  • QualifiesDiabetes Careconcept

    After type 2 diabetes, more low-risk lifestyle behaviours associate with fewer microvascular complications.

    Among UK Biobank adults with established type 2 diabetes, more low-risk lifestyle behaviours at baseline were associated with lower subsequent microvascular complication rates (composite HR about 0.54 for 4–5 vs 0–1 behaviours).

    Scope note — different population — type 1 app trial, not T2D lifestyle score

    Limits the claim's scope: a different population, assay, or outcome.

  • SupportsDiabetes Careconcept

    A type 1 diabetes self-management app plus clinician feedback can lower HbA1c versus usual care.

    In a type 1 diabetes trial, a self-management app plus clinician feedback was associated with a significant HbA1c decrease versus usual care; usage frequency did not clearly mediate the HbA1c change.

    Evidence for the claim as stated.

  • SupportsDiabetes Careconcept

    Muscle mechanism studies, night-shift incidence, GDM sequelae, T2D complication associations, and a T1D app trial all sit under diabetes care but answer different estimands. They are complementary scopes, not interchangeable results.

    Evidence for the claim as stated.

  • SupportsDiabetes Careconcept

    Preventing incident type 2 diabetes (shift work, GDM history) is not the same claim as reducing microvascular events after diagnosis or improving type 1 HbA1c with an app.

    Evidence for the claim as stated.

  • SupportsDiabetes care cascadeconcept

    Smartphone self-management tools are one narrow cascade lever, not a system fix.

    A smartphone diabetes self-management application study for adults with type 1 diabetes tests digital support for day-to-day management rather than national awareness/treatment/control rates.

    Evidence for the claim as stated.

  • SupportsDiabetes care cascadeconcept

    Awareness up, control still low in national survey vs Many programs exist but judged insufficient vs App-level self-management support in T1D

    Evidence for the claim as stated.

  • SupportsMixed-Effects Modelmethod

    Glucose Buddy plus weekly educator texts in 72 adults with type 1 diabetes produced a significant HbA1c decrease versus usual care to 9 months; usage frequency did not clearly mediate that change. A mixed model can separate average glycaemic change from a usage mediator and still leave open whether the app would work without the texts.

    Evidence for the claim as stated.

Open questions

Tensions this paper is part of

From concept pages' “where studies disagree.” Disagreement means the same question; scope means different assays, populations, or outcomes.

History

When this study was placed

Dated entries from the concept change log — when this paper was added or removed as support, challenge, or qualifier on a claim.

  1. 2026-09-14

    Placed as a scope qualifier on Diabetes Care

    Among women with gestational diabetes in linked records, adjusted rates showed markedly higher later type 2 diabetes risk and elevated hypertension and ischemic heart disease risks versus comparison women.

  2. 2026-09-14

    Placed as a scope qualifier on Diabetes Care

    Among UK Biobank adults with established type 2 diabetes, more low-risk lifestyle behaviours at baseline were associated with lower subsequent microvascular complication rates (composite HR about 0.54 for 4–5 vs 0–1 behaviours).

  3. 2026-09-14

    Placed as supporting evidence on Diabetes Care

    In a type 1 diabetes trial, a self-management app plus clinician feedback was associated with a significant HbA1c decrease versus usual care; usage frequency did not clearly mediate the HbA1c change.

  4. 2026-09-14

    Placed as supporting evidence on Diabetes Care

    Muscle mechanism studies, night-shift incidence, GDM sequelae, T2D complication associations, and a T1D app trial all sit under diabetes care but answer different estimands. They are complementary scopes, not interchangeable results.

  5. 2026-09-14

    Placed as supporting evidence on Diabetes Care

    Preventing incident type 2 diabetes (shift work, GDM history) is not the same claim as reducing microvascular events after diagnosis or improving type 1 HbA1c with an app.

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