Research Summary
Analyzed using Evidence Intelligence™

Bluetooth glucometers may reduce emergency visits in diabetes care

Last updated September 9, 2026

Key finding

BTG group showed a reduction of 2.23% at Week 12 (p < 0.001).

This study evaluated the effectiveness of Bluetooth-enabled glucometers compared to traditional glucometers in telehealth insulin titration for diabetes management, finding significant reductions in HbA1c levels.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Medium-Term (3–12 mo)

Risk of bias

Some Concerns

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Plain-language summary

What this paper says

A plain-language read of the study’s main message and where it applies.

Study focus

This study evaluated the effectiveness of Bluetooth-enabled glucometers compared to traditional glucometers in telehealth insulin titration for diabetes management, finding significant reductions in HbA1c levels.

Clinical relevance

These findings are significant for diabetes management, as they suggest that incorporating technology like Bluetooth-enabled glucometers can lead to better glycemic control and reduce healthcare utilization. This could enhance patient outcomes and lower the burden on healthcare systems.

Keep in mind

Limited generalizability due to specific population characteristics. Potential confounding factors not controlled for in the study. Short follow-up duration may not capture long-term effects.

Published in

Journal Reference

Publication details and source links for this paper.

Xia L, Hui LL, Ying SL, et al. Effectiveness of Bluetooth-Enabled Glucometers in Telehealth Insulin Titration for Diabetes Management. Frontiers in Endocrinology. 2025;16:1724811. doi:10.3389/fendo.2025.1724811

Main Effects

BTG group showed a 2.23% reduction in HbA1c at Week 12 (p < 0.001).

TG group showed a 2.8% reduction in HbA1c at Week 12 (p < 0.001).

BTG group had 4.1% emergency department visits compared to 16.7% in TG (p = 0.039).

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Bluetooth-enabled glucometers (BTG), Traditional blood glucose meter (BGM) and Diabetes distress scores, Emergency department visits, HbA1c.

Primary intervention

Bluetooth-enabled glucometers (BTG)

Primary outcomes

  • Diabetes distress scores
  • Emergency department visits
  • HbA1c

Evidence relationships

Intervention and outcome relationships this study adds to the evidence network.

4
Evidence pairs
4
Relationships
2
Evidence topics
contributes_evidence

Editorial context

Why this study matters

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Evidence network role

This section describes how the study fits into the current evidence network. It does not determine whether an intervention works on its own.

Moderate contributionModerate confidenceNetwork score: 68

2

Related topics

4

Evidence pairs

581

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 4 evidence relationships
  • Includes primary outcome data
  • Linked to 2 direct semantic evidence topics

Topic contributions

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

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Primary evidence

Evidence topic

HbA1c Reduction

matched_outcome

Related evidence

Evidence topic

Diabetes Distress

Save evidence

Core evidence

Study findings

The primary outcomes reported in this study.

Diabetes distress scores

Bluetooth-enabled glucometers (BTG) → Diabetes distress scores

Bluetooth-enabled glucometers (BTG) → Diabetes distress scores

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

Emergency department visits

Bluetooth-enabled glucometers (BTG) → Emergency department visits

Bluetooth-enabled glucometers (BTG) → Emergency department visits

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

HbA1c

Bluetooth-enabled glucometers (BTG) → HbA1c

Bluetooth-enabled glucometers (BTG) → HbA1c

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
100
Very Positive
ConsistencyScore™
unclear
Not enough independent studies
Supporting studies: Based on 1 study
Add to Evidence Tracker

HbA1c

Traditional blood glucose meter (BGM) → HbA1c

Traditional blood glucose meter (BGM) → HbA1c

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
75
Positive
ConsistencyScore™
35
mixed
Supporting studies: Based on 2 studies
Add to Evidence Tracker

Evidence Library

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evidence suggest

Evidence Suggest

  • BTG users reduced HbA1c by 2.23% at Week 12.
  • TG users reduced HbA1c by 2.8% at Week 12.
  • Emergency visits were significantly lower in the BTG group.
who this applies

Who this applies to

  • Adults with diabetes requiring insulin management.
  • Patients engaged in telehealth services.
keep in mind

Keep in Mind

  • Results may not apply to all diabetes populations.
  • Study duration was limited to 24 weeks.
  • Further research is needed to confirm long-term benefits.
between the lines

Between the Lines

  • Limited generalizability due to specific population characteristics.
  • Potential confounding factors not controlled for in the study.
  • Short follow-up duration may not capture long-term effects.

Evidence Library

Build your evidence library

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Connected Evidence

Explore related studies, evidence collections, and research questions.

Relationships organized using the Dediabetes Evidence Intelligence™ framework.

This study contributes to evidence on Traditional blood glucose meter (BGM) and HbA1c, Bluetooth-enabled glucometers (BTG) and Diabetes Distress Measures.

Related evidence relationships

Explore in Evidence Explorer

This study contributes to the evidence on the following intervention-outcome relationships.

Questions answered by this study

Generated from the study's connected evidence using Evidence Intelligence™.

Does Traditional blood glucose meter (BGM) lower HbA1c?

Moderate Evidence

Traditional blood glucose meter (BGM) may lower HbA1c.

ConsistencyScore™: Results are mixed and should be interpreted cautiously.

Evidence caveat: The available evidence reports mixed findings.

Ranked evidence signals

  1. 1

    HbA1c

    EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 1 study

Why this answer: This answer is cautious because the available studies report mixed findings.

Limitations

  • Only one supporting study is available.
1 supporting study

Does Bluetooth-enabled glucometers (BTG) improve emergency department visits?

Emerging Evidence

Bluetooth-enabled glucometers (BTG) appears to improve emergency department visits.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Emergency department visits

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
1 supporting study

Does Bluetooth-enabled glucometers (BTG) lower HbA1c?

Emerging Evidence

Bluetooth-enabled glucometers (BTG) appears to lower HbA1c.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    HbA1c

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
1 supporting study

Does Bluetooth-enabled glucometers (BTG) improve diabetes distress scores?

Emerging Evidence

Current evidence does not show a clear benefit of Bluetooth-enabled glucometers (BTG) for diabetes distress scores.

ConsistencyScore™: Consistency cannot yet be determined from the available evidence.

Ranked evidence signals

  1. 1

    Diabetes distress scores

    EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study

Why this answer: This answer is based on a single supporting study.

Limitations

  • Only one supporting study is available.
1 supporting study
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