Research Summary
Analyzed using Evidence Intelligence™

Fully closed-loop insulin system improves quality of life in type 1 diabetes

Last updated August 22, 2026

Key finding

Participants reported a reduction in diabetes burden and distress.

Use of a fully closed-loop insulin delivery system in adults with type 1 diabetes.

Quick read

Study at a glance

The essential study design details in one scan.

EvidenceScore™

Moderate

Study type

RCTs

Follow-up

Short-Term (≤3 mo)

Risk of bias

Some Concerns

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

Plain-language summary

What this paper says

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

Study focus

Use of a fully closed-loop insulin delivery system in adults with type 1 diabetes.

Clinical relevance

This study evaluated Use of a fully closed-loop insulin delivery system in adults with type 1 diabetes.

Keep in mind

Limitations were not clearly described in the extracted text.

Published in

Journal Reference

Publication details and source links for this paper.

Rama L, Sara H, Julia W, et al. Closing the Loop in Adults With Type 1 Diabetes (CLEAR) randomized crossover study. Diabetes Technology & Therapeutics. 2024;26(4):211-221. doi:10.1089/dia.2023.0394

Evidence network

How this study fits

Understand where this research contributes within the broader evidence network.

Evidence Context

This study contributes evidence to Hybrid closed-loop system, Insulin therapy and Diabetes distress scores, Hypoglycaemia confidence measured by the Hypoglycemia Confidence Scale, Quality of life, and 1 more.

Primary intervention

Hybrid closed-loop system

Primary outcomes

  • Diabetes distress scores
  • Hypoglycaemia confidence measured by the Hypoglycemia Confidence Scale
  • Quality of life

Evidence relationships

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

7
Evidence pairs
7
Relationships
2
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: 65

2

Related topics

7

Evidence pairs

210

Related studies

High relevance in at least one topic

Why it is useful

  • Contributes to 7 evidence relationships
  • Includes primary outcome data
  • Linked to 2 direct semantic evidence topics

Topic contributions

Evidence topic

Contributes evidence

Evidence topic

Contributes evidence

Add related evidence to your Evidence Tracker

Save studies and evidence pages, organize your personal Evidence Tracker, and keep the research you care about in one place.

Primary evidence

Evidence relationship

Insulin Delivery Systems and Quality of Life Outcomes

Related evidence

Evidence relationship

Insulin Therapies and Treatment Experience

Save evidence

Evidence relationship

Insulin Delivery Systems and Treatment Experience

Save evidence

Core evidence

Study findings

The primary outcomes reported in this study.

Diabetes distress scores

Hybrid closed-loop system → Diabetes distress scores

Hybrid closed-loop system → Diabetes distress scores

Evidence Intelligence™
EvidenceScore™
Strong
Score 79 · Based on 4 studies
ImpactScore™
88
Very Positive
ConsistencyScore™
75
consistent
Supporting studies: Based on 4 studies
Add to Evidence Tracker

Hypoglycaemia confidence measured by the Hypoglycemia Confidence Scale

Hybrid closed-loop system → Hypoglycaemia confidence measured by the Hypoglycemia Confidence Scale

Hybrid closed-loop system → Hypoglycaemia confidence measured by the Hypoglycemia Confidence Scale

Evidence Intelligence™
EvidenceScore™
Moderate
Score 69 · Based on 2 studies
ImpactScore™
100
Very Positive
ConsistencyScore™
100
consistent
Supporting studies: Based on 2 studies
Add to Evidence Tracker

Quality of life

Hybrid closed-loop system → Quality of life

Hybrid closed-loop system → Quality of life

Evidence Intelligence™
EvidenceScore™
Strong
Score 79 · Based on 3 studies
ImpactScore™
67
Slightly Positive
ConsistencyScore™
67
generally_consistent
Supporting studies: Based on 3 studies
Add to Evidence Tracker

Treatment satisfaction

Hybrid closed-loop system → Treatment satisfaction

Hybrid closed-loop system → Treatment satisfaction

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

Diabetes distress scores

Insulin therapy → Diabetes distress scores

Insulin therapy → 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

Treatment satisfaction

Insulin therapy → Treatment satisfaction

Insulin therapy → Treatment satisfaction

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

Build your evidence library

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

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 Insulin Delivery Systems and Diabetes distress scores, Insulin Delivery Systems and Quality of Life Outcomes.

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 Insulin Delivery Systems improve quality of life outcomes?

Strong Evidence

Insulin Delivery Systems may improve Quality of Life Outcomes.

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

Evidence caveat: The available evidence reports mixed findings.

Ranked evidence signals

  1. 1

    Quality of life

    EvidenceScore™ Strong | EvidenceScore™ 79.0 | weak positive | ConsistencyScore™ Generally Consistent | 1 study

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

Limitations

  • Population details are unavailable.
7 supporting studiesUpdated: Aug 2026

Does Insulin Therapies improve treatment experience?

Strong Evidence

Insulin Therapies may improve Treatment Experience.

ConsistencyScore™: Results are generally consistent across studies.

Ranked evidence signals

  1. 1

    Treatment satisfaction

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

Why this answer: This answer is based on 3 supporting studies with generally consistent results and a positive effect signal.

Limitations

  • Population details are unavailable.
3 supporting studiesUpdated: Aug 2026

Does Insulin Delivery Systems improve treatment experience?

Moderate Evidence

Insulin Delivery Systems appears to improve Treatment Experience.

ConsistencyScore™: Results are consistent across studies.

Ranked evidence signals

  1. 1

    Treatment satisfaction

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

Why this answer: This answer is based on a small number of supporting studies and should be interpreted cautiously.

Limitations

  • Only a small number of supporting studies are available.
  • Population details are unavailable.
2 supporting studiesUpdated: Aug 2026

Does Hybrid closed-loop system improve diabetes distress scores?

Strong Evidence

Hybrid closed-loop system appears to improve Diabetes distress scores.

ConsistencyScore™: Results are consistent across studies.

Ranked evidence signals

  1. 1

    Diabetes distress scores

    EvidenceScore™ Strong | EvidenceScore™ 79.0 | strong positive | ConsistencyScore™ Consistent | 1 study

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

Limitations

  • Only one supporting study is available.
  • Population details are unavailable.
1 supporting studyUpdated: Aug 2026
Learn how Evidence Intelligence™ works

Next steps

Continue your research

Choose a next path through related evidence topics, Evidence Explorer views, and research summaries.

No ads. No tracking.

Focused on evidence, not advertising.

Secure & private

Your data is always protected.

Always up to date

New studies added every day.