Adherence & Engagement has evidence across 10 diabetes-related interventions, with strongest support for Diabetes Self-Management Education and Support (DSMES) Programs, Diabetes Self-Management Education and Support (DSMES) Programs and Low-Carbohydrate Diet Education.
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 | Physical Activity Levels | 87/100Strong | 64/100Slightly Positive | 35/100mixed | 11 | weak_positive | Explore evidence |
| #2 | Diabetes Self-Management Education and Support (DSMES) Programs | Treatment Adherence | Strong | 76/100Positive | 35/100mixed | 4 | moderate_positive | Explore evidence |
| #3 | Low-Carbohydrate Diet Education | Physical Activity Levels | 79/100Strong | 67/100Slightly Positive | 67/100generally_consistent | 3 | weak_positive | Explore evidence |
| #4 | Aerobic Exercise | Physical Activity Levels | Emerging | 50/100Neutral | unclear | 1 | neutral | Explore evidence |
| #5 | Digital Lifestyle Interventions | Physical Activity Levels | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #6 | Digital Lifestyle Interventions | Treatment Adherence | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #7 | Insulin Delivery Systems | Digital Usability and Experience | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #8 | Low-Carbohydrate Diet Education | Treatment Adherence | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #9 | mHealth Diabetes Support Interventions | Treatment Adherence | Emerging | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
| #10 | Omega-3 Fatty Acid Supplements | Treatment Adherence | Emerging | 50/100Neutral | unclear | 1 | neutral | Explore evidence |
Diabetes Self-Management Education and Support (DSMES) Programs → Physical Activity Levels
Diabetes Self-Management Education and Support (DSMES) Programs → Treatment Adherence
Low-Carbohydrate Diet Education → Physical Activity Levels
Aerobic Exercise → Physical Activity Levels
Digital Lifestyle Interventions → Physical Activity Levels
Digital Lifestyle Interventions → Treatment Adherence
Insulin Delivery Systems → Digital Usability and Experience
Low-Carbohydrate Diet Education → Treatment Adherence
mHealth Diabetes Support Interventions → Treatment Adherence
Omega-3 Fatty Acid Supplements → Treatment Adherence
Relationships organized using the Dediabetes Evidence Intelligence™ framework.
Lifestyle intervention for prediabetes, Mobile app for diabetes self-management, and Instructional WhatsApp group for diabetes self-care 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™ 82.7 | moderate positive | ConsistencyScore™ Consistent | 5 studies
Instructional WhatsApp group for diabetes self-care
EvidenceScore™ Strong | EvidenceScore™ 79.0 | strong positive | ConsistencyScore™ Consistent | 4 studies
Lifestyle intervention for prediabetes
EvidenceScore™ Strong | EvidenceScore™ 75.4 | strong positive | ConsistencyScore™ Consistent | 4 studies
Why this answer: This answer is based on 13 supporting studies with consistent results and a positive effect signal.
DSMES, Lifestyle intervention for prediabetes, 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
DSMES
EvidenceScore™ Strong | EvidenceScore™ 79.0 | weak positive | ConsistencyScore™ Generally Consistent | 8 studies
Lifestyle intervention for prediabetes
EvidenceScore™ Strong | EvidenceScore™ 75.4 | strong positive | ConsistencyScore™ Consistent | 12 studies
SMS text messaging behavioral intervention for health promotion
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | strong positive | ConsistencyScore™ Consistent | 13 studies
Why this answer: This answer is based on 33 supporting studies and existing graph evidence signals.
Results are mixed or unclear for Digital-based lifestyle intervention, Low-carbohydrate diet, and Mobile app for diabetes self-management in relation to Adherence & Engagement.
ConsistencyScore™: Results are mixed and should be interpreted cautiously.
Ranked evidence signals
Low-carbohydrate diet
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | strong positive | ConsistencyScore™ Mixed | 4 studies
Digital-based lifestyle intervention
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | moderate positive | ConsistencyScore™ Mixed | 2 studies
Mobile app for diabetes self-management
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.
10-week whole-food plant-based community programme, whey protein 20g, and 3G rice regimen combined with a low-salt, high-fiber diet need more research in relation to Adherence & Engagement.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
3G rice regimen combined with a low-salt, high-fiber diet
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study
10-week whole-food plant-based community programme
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study
whey protein 20g
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | moderate negative | ConsistencyScore™ Unclear | 1 study
Why this answer: This answer is based on 3 supporting studies and existing graph evidence signals.
DSMES 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™ 82.7 | moderate positive | ConsistencyScore™ Consistent | 5 studies
DSMES
EvidenceScore™ Strong | EvidenceScore™ 79.0 | weak positive | ConsistencyScore™ Generally Consistent | 3 studies
Why this answer: This answer is based on 8 supporting studies with generally consistent results and a positive effect signal.
Intervention categories most commonly studied for adherence & engagement outcomes.
Evidence related to Digital Lifestyle Programs.
Evidence related to diabetes self-management education and support programs in diabetes studies.
Evidence related to aerobic exercise interventions in diabetes studies.
Evidence related to bariatric procedures in diabetes studies.
Evidence related to insulin therapies in diabetes studies.
Evidence related to Mind-Body and Balance Exercise.
Each bubble represents an evidence relationship. Position shows effectiveness and EvidenceScoreâ„¢; size reflects study volume.
Evidence Workspace
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