Adherence & Engagement has evidence across 8 diabetes-related interventions, with strongest support for Diabetes Self-Management Education and Support (DSMES) Programs, Diabetes Self-Management Education and Support (DSMES) Programs and Digital Lifestyle Interventions.
Evidence Intelligence™
Every evidence topic is generated from structured relationships across diabetes research, including topics, interventions, outcomes, and individual studies.
| Rank | Intervention group | Outcome group | EvidenceScore™ | ImpactScore™ | Consistency | Studies | Effectiveness | Action |
|---|---|---|---|---|---|---|---|---|
| #1 | Diabetes Self-Management Education and Support (DSMES) Programs | Treatment Adherence | 84/100Strong | 75/100Positive | 56/100generally_consistent | 9 | moderate_positive | Explore evidence |
| #2 | Diabetes Self-Management Education and Support (DSMES) Programs | Physical Activity Levels | 82/100Strong | 74/100Positive | 60/100generally_consistent | 6 | moderate_positive | Explore evidence |
| #3 | Digital Lifestyle Interventions | Physical Activity Levels | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #4 | Digital Lifestyle Interventions | Treatment Adherence | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #5 | Insulin Delivery Systems | Digital Usability and Experience | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #6 | mHealth Diabetes Support Interventions | Treatment Adherence | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #7 | Omega-3 Fatty Acid Supplements | Treatment Adherence | Emerging | 50/100Neutral | unclear | 1 | neutral | Explore evidence |
| #8 | Telehealth Interventions | Digital Usability and Experience | Emerging | 50/100Neutral | unclear | 1 | neutral | Explore evidence |
Diabetes Self-Management Education and Support (DSMES) Programs → Treatment Adherence
Diabetes Self-Management Education and Support (DSMES) Programs → Physical Activity Levels
Digital Lifestyle Interventions → Physical Activity Levels
Digital Lifestyle Interventions → Treatment Adherence
Insulin Delivery Systems → Digital Usability and Experience
mHealth Diabetes Support Interventions → Treatment Adherence
Omega-3 Fatty Acid Supplements → Treatment Adherence
Telehealth Interventions → Digital Usability and Experience
Relationships organized using the Dediabetes Evidence Intelligence™ framework.
Mobile app for diabetes self-management have the strongest available evidence signals for Adherence & Engagement.
ConsistencyScore™: Results are consistent across studies.
Ranked evidence signals
Mobile app for diabetes self-management
EvidenceScore™ Strong | EvidenceScore™ 78.6 | strong positive | ConsistencyScore™ Consistent | 3 studies
Why this answer: This answer is based on 3 supporting studies with consistent results and a positive effect signal.
Limitations
DSMES, Peer-support lifestyle program, and SMS text messaging behavioral intervention for health promotion are among the most studied areas in relation to Adherence & Engagement.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
SMS text messaging behavioral intervention for health promotion
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 9 studies
Peer-support lifestyle program
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 4 studies
DSMES
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 3 studies
Why this answer: This answer is based on 16 supporting studies and existing graph evidence signals.
Limitations
Results are mixed or unclear for Digital-based lifestyle intervention, Peer-support lifestyle program, and Remote multiprofessional educational program in relation to Adherence & Engagement.
ConsistencyScore™: Results are mixed and should be interpreted cautiously.
Ranked evidence signals
SMS text messaging behavioral intervention for health promotion
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 2 studies
Remote multiprofessional educational program
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 2 studies
Digital-based lifestyle intervention
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 2 studies
Why this answer: This answer is cautious because the available studies report mixed findings.
Limitations
Aspirin need more research in relation to Adherence & Engagement.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
Aspirin
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 2 studies
Why this answer: This answer is based on a small number of supporting studies and should be interpreted cautiously.
Limitations
Behavioral counseling and Mobile app for diabetes self-management have available evidence for Adherence & Engagement, but the comparison requires review of the underlying studies.
ConsistencyScore™: Results are generally consistent across studies.
Ranked evidence signals
Mobile app for diabetes self-management
EvidenceScore™ Strong | EvidenceScore™ 78.6 | strong positive | ConsistencyScore™ Consistent | 3 studies
Behavioral counseling
EvidenceScore™ Moderate | EvidenceScore™ 73.0 | weak positive | ConsistencyScore™ Generally Consistent | 3 studies
Why this answer: This answer is based on 6 supporting studies with generally consistent results and a positive effect signal.
Limitations
Intervention categories most commonly studied for adherence & engagement outcomes.
Evidence related to diabetes self-management education and support programs in diabetes studies.
Evidence related to insulin therapies in diabetes studies.
Each bubble represents an evidence relationship. Position shows effectiveness and EvidenceScoreâ„¢; size reflects study volume.
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