Resumen de Investigación
Analyzed using Evidence Intelligence™

Group-Based Education Shows No Clear Advantage for Glycemic Control

Última actualización 2 de septiembre de 2026

Key finding

HbA1c changed by -2 mmol/mol (95% CI -5 to 0); p = 0.663.

This study evaluated the effectiveness of group-based dietary interventions on glycemic control in adults with Type 1 diabetes, finding unclear effectiveness across different measures.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Long-Term (1–5 y)

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 group-based dietary interventions on glycemic control in adults with Type 1 diabetes, finding unclear effectiveness across different measures.

Clinical relevance

Understanding the effectiveness of dietary interventions is crucial for managing Type 1 diabetes, as optimal glycemic control can reduce the risk of complications. This study highlights the need for further research into effective strategies for dietary management in this population.

Keep in mind

Unclear effectiveness of interventions on glycemic control Limited statistical significance in outcome measures Potential lack of generalizability to broader populations

Published in

Referencia de la Revista

Publication details and source links for this paper.

Bettina E, Martin BB, Jens MB, Tina V, Antonio P. Effectiveness of Group-Based Programs for Glycemic Control in Adults with Type 1 Diabetes. Nutrients. 2024;16(21):3745. doi:10.3390/nu16213745

Efectos Principales

HbA1c changed by -2 mmol/mol (p = 0.663)

HbA1c changed by -4 mmol/mol (p = 0.779)

MAGE changed by -0.3 mmol/L (p = 0.590)

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Advanced Carbohydrate Counting (ACC), Basic carbohydrate counting (BCC) and HbA1c, Mean amplitude of glycemic excursions (MAGE).

Primary intervention

Advanced Carbohydrate Counting (ACC)

Primary outcomes

  • HbA1c
  • Mean amplitude of glycemic excursions (MAGE)

Evidence relationships

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

4
Evidence pairs
4
Relationships
3
Evidence topics
contributes_evidence

Editorial context

Why this study matters

See why this paper is useful beyond its individual results.

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

3

Related topics

4

Evidence pairs

959

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 4 evidence relationships
  • Includes primary outcome data
  • Linked to 3 direct semantic evidence topics

Topic contributions

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

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Evidencia principal

Tema de evidencia

Glucose Variability

matched_outcome

Evidencia relacionada

Tema de evidencia

Glycemic Control

Guardar evidencia

Core evidence

Study findings

The primary outcomes reported in this study.

HbA1c

Advanced Carbohydrate Counting (ACC) → HbA1c

Advanced Carbohydrate Counting (ACC) → HbA1c

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

Mean amplitude of glycemic excursions (MAGE)

Advanced Carbohydrate Counting (ACC) → Mean amplitude of glycemic excursions (MAGE)

Advanced Carbohydrate Counting (ACC) → Mean amplitude of glycemic excursions (MAGE)

Evidence Intelligence™
EvidenceScore™
Emerging
Score 59 · Based on 1 study
ImpactScore™
50
Neutral
ConsistencyScore™
unclear
Not enough independent studies
Estudios de apoyo: Basado en 1 estudio
Add to Evidence Tracker

HbA1c

Basic carbohydrate counting (BCC) → HbA1c

Basic carbohydrate counting (BCC) → HbA1c

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
50
Neutral
ConsistencyScore™
35
mixed
Estudios de apoyo: Basado en 2 estudios
Add to Evidence Tracker

Mean amplitude of glycemic excursions (MAGE)

Basic carbohydrate counting (BCC) → Mean amplitude of glycemic excursions (MAGE)

Basic carbohydrate counting (BCC) → Mean amplitude of glycemic excursions (MAGE)

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
50
Neutral
ConsistencyScore™
35
mixed
Estudios de apoyo: Basado en 2 estudios
Add to Evidence Tracker

Evidence Library

Build your evidence library

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evidence suggest

La Evidencia Sugiere

  • HbA1c decreased by 2 to 4 mmol/mol, but not statistically significant.
  • MAGE showed a decrease of up to 0.3 mmol/L, also not statistically significant.
  • Overall effectiveness of dietary interventions remains unclear.
who this applies

A quién se aplica

  • Adults diagnosed with Type 1 diabetes
  • Individuals seeking dietary management strategies for diabetes
keep in mind

Tener en Cuenta

  • Results may not apply to all demographics of Type 1 diabetes patients.
  • Further research is needed to identify effective dietary interventions.
  • The study's findings indicate a need for more robust evidence in dietary management.
between the lines

Entre Líneas

  • Unclear effectiveness of interventions on glycemic control
  • Limited statistical significance in outcome measures
  • Potential lack of generalizability to broader populations

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 Basic carbohydrate counting (BCC) and HbA1c, Basic carbohydrate counting (BCC) and Glucose Variability.

Relaciones de evidencia relacionadas

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 Basic carbohydrate counting (BCC) lower HbA1c?

Moderate Evidence

Current evidence does not show a clear benefit of Basic carbohydrate counting (BCC) for 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 | neutral | 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 Basic carbohydrate counting (BCC) improve mean amplitude of glycemic excursions (MAGE)?

Moderate Evidence

Current evidence does not show a clear benefit of Basic carbohydrate counting (BCC) for mean amplitude of glycemic excursions (MAGE).

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

Evidence caveat: The available evidence reports mixed findings.

Ranked evidence signals

  1. 1

    Mean amplitude of glycemic excursions (MAGE)

    EvidenceScore™ Moderate | EvidenceScore™ 69.0 | neutral | 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 Advanced Carbohydrate Counting (ACC) lower HbA1c?

Emerging Evidence

Current evidence does not show a clear benefit of Advanced Carbohydrate Counting (ACC) for HbA1c.

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

Ranked evidence signals

  1. 1

    HbA1c

    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

Does Advanced Carbohydrate Counting (ACC) improve mean amplitude of glycemic excursions (MAGE)?

Emerging Evidence

Current evidence does not show a clear benefit of Advanced Carbohydrate Counting (ACC) for mean amplitude of glycemic excursions (MAGE).

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

Ranked evidence signals

  1. 1

    Mean amplitude of glycemic excursions (MAGE)

    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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