Key Finding
No strong consistent positive evidence pattern was detected.
Interventions with strongest consistent evidence
Strongest consistent evidence
Interpretation
The current evidence does not yet show a clear consistent-benefit pattern.
DSMES Programs for Diabetes: Evidence and Outcomes
Evidence on outcomes studied for Diabetes Self-Management Education and Support
Evidence related to diabetes self-management education and support programs in diabetes studies.
39
Studies
100
Evidence Pairs
Moderate Evidence
Evidence Strength: 52/100
Evidence summary for AI and search
Among 39 indexed studies and 11 interventions, the strongest signals are summarized from deterministic graph patterns. HbA1c has been studied often, while Diabetes management self-efficacy appears to have stronger current evidence signals.
- No strong consistent positive evidence pattern was detected.
- Some evidence is positive, but results are not consistent across all studies.
- Early findings are encouraging, but stronger trials are needed.
Dediabetes summarizes indexed research evidence for education and discovery. This content is not medical advice and should not replace guidance from a qualified clinician.
Supporting Studies
39
Research documents analyzed
Evidence Pairs
100
Intervention-outcome relationships
Latest Publication
Jun 2026
Evidence Snapshot
Qualitative overview of the evidence landscape
Moderate Confidence
Based on 39 studies, moderate evidence suggests Diabetes management self-efficacy, Fasting Plasma Glucose (FPG), HbA1c are the strongest-supported outcomes for diabetes self-management education and support.
Evidence Intelligence™
Evidence Snapshot
A structured summary of where the evidence is strongest, mixed, or still emerging.
Evidence at a Glance
39
Studies
11
Interventions
71
Outcomes
0
Strong evidence signals
0
Mixed evidence areas
Evidence freshness
Jun 2026
Latest indexed
Evidence Story
Diabetes Self-Management Education and Support evidence appears to center on Diabetes management self-efficacy.
Among 39 indexed studies and 11 interventions, the strongest signals are summarized from deterministic graph patterns. HbA1c has been studied often, while Diabetes management self-efficacy appears to have stronger current evidence signals.
- No strong consistent positive evidence pattern was detected.
- Some evidence is positive, but results are not consistent across all studies.
- Early findings are encouraging, but stronger trials are needed.
Caution
This summary reflects the currently indexed evidence and should not be interpreted as treatment advice.
Freshness
Latest indexed evidence: June 2026
Supporting Evidence
Mixed or conflicting evidence
Some evidence is positive, but results are not consistent across all studies.
Areas where results are mixed
Why it matters
Mixed results suggest effects may depend on population, comparator, duration, or study design.
Interpretation
HbA1c is mixed in the currently indexed evidence.
Caution
Some supporting studies reported neutral, negative, or mixed findings.
Top entities
HbA1c
Fasting Plasma Glucose (FPG)
HbA1c
18 studies
EvidenceScore™
57/100
ConsensusScore™
59/100
Why this appears here
Mixed Or Conflicting ResultsPositive Signal PresentNeutral Results Present
Evidence basis: 11 evidence pairs - 20 studies
Promising but understudied
Early findings are encouraging, but stronger trials are needed.
Promising areas needing more evidence
Why it matters
Promising signals can guide further review, but they should not be treated as settled evidence.
Interpretation
Diabetes management self-efficacy may have a beneficial signal, but the evidence base is still developing.
Caution
Current support is limited by study volume, RCT depth, or evidence strength.
Top entities
Diabetes management self-efficacy
Fasting Plasma Glucose (FPG)
Diabetes management self-efficacy
3 studies
EvidenceScore™
58/100
ConsensusScore™
100/100
Why this appears here
Positive effect signalLimited study volumeEmerging Or Limited StrengthFew randomized trials
Evidence basis: 12 evidence pairs - 21 studies
Practical Questions
Organized using the Dediabetes Evidence Intelligence™ framework.
What outcomes has Diabetes Self-Management Education and Support been studied for?
outcomes studiedEmerging Evidence
Diabetes management self-efficacy, HbA1c, and Fasting Plasma Glucose (FPG) are among the most studied areas in relation to Diabetes Self-Management Education and Support.
ConsensusScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
- 1
Diabetes management self-efficacy
EvidenceScore™ Emerging | EvidenceScore™ 57.8 | strong positive | ConsensusScore™ Consistent | 3 studies
- 2
HbA1c
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Consistent | 18 studies
- 3
Fasting Plasma Glucose (FPG)
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Generally Consistent | 2 studies
Why this answer: This answer is based on 39 supporting studies and existing graph evidence signals.
Limitations
- Consistency cannot yet be determined.
Applicability
Population details were available for 1 of 39 supporting studies: Groups were well matched at baseline across demographic, glycemic, cardiovascular, surgical, and medication variables according to Tables 2 and 3.
Does Diabetes Self-Management Education and Support improve HbA1c?
intervention outcome_effectEmerging Evidence
Diabetes Self-Management Education and Support appears to improve HbA1c.
ConsensusScore™: Results are consistent across studies.
Ranked evidence signals
- 1
HbA1c
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Consistent | 18 studies
Why this answer: This answer is based on 18 supporting studies with consistent results and a positive effect signal.
Applicability
Population details were available for 1 of 18 supporting studies: Groups were well matched at baseline across demographic, glycemic, cardiovascular, surgical, and medication variables according to Tables 2 and 3.
Which outcomes have the strongest evidence for Diabetes Self-Management Education and Support?
evidence strengthEmerging Evidence
Diabetes management self-efficacy, HbA1c, and Fasting Plasma Glucose (FPG) have the strongest available evidence signals for Diabetes Self-Management Education and Support.
ConsensusScore™: Results are consistent across studies.
Ranked evidence signals
- 1
Diabetes management self-efficacy
EvidenceScore™ Emerging | EvidenceScore™ 57.8 | strong positive | ConsensusScore™ Consistent | 3 studies
- 2
HbA1c
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Consistent | 18 studies
- 3
Fasting Plasma Glucose (FPG)
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Generally Consistent | 2 studies
Why this answer: This answer is based on 21 supporting studies with consistent results and a positive effect signal.
Applicability
Population details were available for 1 of 21 supporting studies: Groups were well matched at baseline across demographic, glycemic, cardiovascular, surgical, and medication variables according to Tables 2 and 3.
Where does Diabetes Self-Management Education and Support need more research?
research gapsEmerging Evidence
Fasting Plasma Glucose (FPG), Alcohol use, and Fruit and vegetable intake need more research in relation to Diabetes Self-Management Education and Support.
ConsensusScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
- 1
Fasting Plasma Glucose (FPG)
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Generally Consistent | 2 studies
- 2
Alcohol use
EvidenceScore™ Emerging | EvidenceScore™ 55.7 | strong positive | ConsensusScore™ Consistent | 1 study
- 3
Fruit and vegetable intake
EvidenceScore™ Emerging | EvidenceScore™ 55.7 | strong positive | ConsensusScore™ Consistent | 1 study
Why this answer: This answer is based on 7 supporting studies and existing graph evidence signals.
Limitations
- Consistency cannot yet be determined.
Applicability
Population details were available for 1 of 7 supporting studies: Groups were well matched at baseline across demographic, glycemic, cardiovascular, surgical, and medication variables according to Tables 2 and 3.
How does Diabetes Self-Management Education and Support compare across studied outcomes?
cross outcome_comparisonEmerging Evidence
Diabetes management self-efficacy, HbA1c, and Fasting Plasma Glucose (FPG) have available evidence for Diabetes Self-Management Education and Support, but the comparison requires review of the underlying studies.
ConsensusScore™: Results are consistent across studies.
Ranked evidence signals
- 1
Diabetes management self-efficacy
EvidenceScore™ Emerging | EvidenceScore™ 57.8 | strong positive | ConsensusScore™ Consistent | 3 studies
- 2
HbA1c
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Consistent | 18 studies
- 3
Fasting Plasma Glucose (FPG)
EvidenceScore™ Emerging | EvidenceScore™ 57.1 | strong positive | ConsensusScore™ Generally Consistent | 2 studies
Why this answer: This answer is based on 21 supporting studies with consistent results and a positive effect signal.
Applicability
Population details were available for 1 of 21 supporting studies: Groups were well matched at baseline across demographic, glycemic, cardiovascular, surgical, and medication variables according to Tables 2 and 3.
Top outcomes affected
Outcome areas reported in the evidence summary.
Rank #1
Diabetes management self-efficacy
EvidenceScore™
58/100
ConsensusScore™
Consistent
Direction: strong positive
Studies: 3
Rank #2
HbA1c
EvidenceScore™
57/100
ConsensusScore™
Consistent
Direction: strong positive
Studies: 18
Rank #3
Fasting Plasma Glucose (FPG)
EvidenceScore™
57/100
ConsensusScore™
Generally Consistent
Direction: strong positive
Studies: 2
Strongest evidence relationships
Key patterns and insights identified across the research landscape
Relationships organized using the Dediabetes Evidence Intelligence™ framework.
Strong positive signal
Diabetes management self-efficacy
Across 2 studies, Remote multiprofessional educational program shows a consistent strong positive signal for Diabetes management self-efficacy.
2 studies
EvidenceScore™: 57.75/100
Strong positive signal
Fasting Plasma Glucose (FPG)
Across 2 studies, Structured multidisciplinary case management shows a strong positive signal for Fasting Plasma Glucose (FPG).
2 studies
EvidenceScore™: 57.15/100
Strong positive signal
HbA1c
Across 2 studies, Structured multidisciplinary case management shows a consistent strong positive signal for HbA1c.
2 studies
EvidenceScore™: 57.15/100
Strong positive signal
Alcohol use
Across 1 study, Peer-support lifestyle program shows a consistent strong positive signal for Alcohol use.
1 studies
EvidenceScore™: 55.650000000000006/100
Strong positive signal
Fruit and vegetable intake
Across 1 study, Peer-support lifestyle program shows a consistent strong positive signal for Fruit and vegetable intake.
1 studies
EvidenceScore™: 55.650000000000006/100
Studies evaluating Diabetes Self-Management Education and Support
Studies connected to this intervention in the evidence record.
Mobile health tools may improve blood sugar control in African diabetes patients
May 16, 2026
Highly relevant
Outcomes:
Click outcomes and interventions to filter the archive when links are available.
Related Evidence Topics
Explore related evidence areas connected by shared studies, interventions, or outcomes.
Explore all Diabetes Self-Management Education and Support evidence
Browse the complete evidence archive for this topic, including interventions, outcomes, and related research.
Explore all Diabetes Self-Management Education and Support evidenceFilter by study type, publication date, effect size, and more to refine your research