Research Summary
Analyzed using Evidence Intelligence™

Decision support system improves HbA1c in type 1 diabetes

Last updated July 12, 2026

Key finding

HbA1c decreased from 8.6% to 8.1% (p = 0.0002)

This study evaluated a decision support system for insulin dosing in adults with type 1 diabetes, finding a significant reduction 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 a decision support system for insulin dosing in adults with type 1 diabetes, finding a significant reduction in HbA1c levels.

Clinical relevance

Improving glycemic control in adults with type 1 diabetes is crucial to reduce long-term complications. The significant reduction in HbA1c levels with the decision support system suggests that such technology can enhance diabetes management, potentially leading to better health outcomes for patients.

Keep in mind

Limited sample size may affect generalizability Short duration of follow-up may not capture long-term effects Potential for unmeasured confounders affecting outcomes

Published in

Journal Reference

Publication details and source links for this paper.

Alessandra K, Anas EF, Natasha G, et al. A decision support system for insulin dosing in adults with type 1 diabetes: a randomized controlled trial. Nature Communications. 2025;16:8593. doi:10.1038/s41467-025-63671-0

Main Effects

HbA1c decreased from 8.6% to 8.1% in the DSS group (p = 0.0002)

HbA1c decreased from 8.6% to 8.5% in the control group (p = 0.22)

No severe hypoglycemia events were reported in either group

No diabetic ketoacidosis events were reported in either group

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Decision Support System (DSS), Non-adaptive bolus calculator (control) and Diabetic ketoacidosis, HbA1c, Hypoglycemia events.

Primary intervention

Decision Support System (DSS)

Primary outcomes

  • Diabetic ketoacidosis
  • HbA1c
  • Hypoglycemia events

Evidence relationships

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

6
Evidence pairs
6
Relationships
1
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: 63

1

Related topics

6

Evidence pairs

205

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 6 evidence relationships
  • Includes primary outcome data
  • Linked to 1 direct semantic evidence topic

Topic contributions

Evidence topic

Contributes evidence

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Primary evidence

Evidence topic

HbA1c Reduction

matched_outcome

Core evidence

Study findings

The primary outcomes reported in this study.

Diabetic ketoacidosis

Decision Support System (DSS) → Diabetic ketoacidosis

Decision Support System (DSS) → Diabetic ketoacidosis

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

HbA1c

Decision Support System (DSS) → HbA1c

Decision Support System (DSS) → 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

Hypoglycemia events

Decision Support System (DSS) → Hypoglycemia events

Decision Support System (DSS) → Hypoglycemia events

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

Diabetic ketoacidosis

Non-adaptive bolus calculator (control) → Diabetic ketoacidosis

Non-adaptive bolus calculator (control) → Diabetic ketoacidosis

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

HbA1c

Non-adaptive bolus calculator (control) → HbA1c

Non-adaptive bolus calculator (control) → HbA1c

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

Hypoglycemia events

Non-adaptive bolus calculator (control) → Hypoglycemia events

Non-adaptive bolus calculator (control) → Hypoglycemia events

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

Evidence Library

Build your evidence library

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evidence suggest

Evidence Suggest

  • DSS led to a significant HbA1c reduction of -0.5% (p = 0.0002)
  • Control group showed a non-significant HbA1c decrease of -0.1% (p = 0.22)
  • No severe hypoglycemia or diabetic ketoacidosis events reported
who this applies

Who this applies to

  • Adults with type 1 diabetes
  • Individuals managing insulin dosing
  • Patients seeking improved glycemic control
keep in mind

Keep in Mind

  • Results may not apply to populations outside the study sample
  • Further research needed to confirm long-term benefits
  • Effectiveness may vary based on individual patient characteristics
between the lines

Between the Lines

  • Limited sample size may affect generalizability
  • Short duration of follow-up may not capture long-term effects
  • Potential for unmeasured confounders affecting outcomes

Evidence Library

Build your evidence library

Save research, organize studies, and quickly find important evidence again.

Connected Evidence

Explore related studies, evidence collections, and research questions.

Relationships organized using the Dediabetes Evidence Intelligence™ framework.

This study contributes to evidence on Decision Support System (DSS) and Diabetic ketoacidosis, Decision Support System (DSS) and HbA1c.

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 Decision Support System (DSS) improve HbA1c?

Emerging Evidence

Decision Support System (DSS) appears to improve 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.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026

Does Decision Support System (DSS) improve diabetic ketoacidosis?

Emerging Evidence

Current evidence does not show a clear benefit of Decision Support System (DSS) for Diabetic ketoacidosis.

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

Ranked evidence signals

  1. 1

    Diabetic ketoacidosis

    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.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026

Does Decision Support System (DSS) affect hypoglycemia events?

Emerging Evidence

Current evidence does not show a clear benefit of Decision Support System (DSS) for Hypoglycemia events.

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

Ranked evidence signals

  1. 1

    Hypoglycemia events

    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.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026

Does Non-adaptive bolus calculator (control) improve diabetic ketoacidosis?

Emerging Evidence

Current evidence does not show a clear benefit of Non-adaptive bolus calculator (control) for Diabetic ketoacidosis.

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

Ranked evidence signals

  1. 1

    Diabetic ketoacidosis

    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.
  • Consistency cannot yet be determined.
  • Population details are unavailable.
1 supporting studyUpdated: Jul 2026
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