Patient-Reported has evidence across 10 diabetes-related interventions, with strongest support for Diabetes Self-Management Education and Support (DSMES) Programs, Insulin Delivery Systems and Diabetes Self-Management Education and Support (DSMES) Programs.
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 | Quality of Life Outcomes | 86/100Strong | 85/100Very Positive | 78/100consistent | 10 | strong_positive | Explore evidence |
| #2 | Insulin Delivery Systems | Quality of Life Outcomes | 84/100Strong | 55/100Slightly Positive | 60/100generally_consistent | 5 | weak_positive | Explore evidence |
| #3 | Diabetes Self-Management Education and Support (DSMES) Programs | Diabetes Management Self-Efficacy | 83/100Strong | 90/100Very Positive | 100/100consistent | 10 | strong_positive | Explore evidence |
| #4 | Diabetes Self-Management Education and Support (DSMES) Programs | Activities of Daily Living | Strong | 88/100Very Positive | 100/100consistent | 4 | strong_positive | Explore evidence |
| #5 | Diabetes Self-Management Education and Support (DSMES) Programs | Mental Health | Strong | 100/100Very Positive | 100/100consistent | 4 | strong_positive | Explore evidence |
| #6 | Low-Carbohydrate Diet Education | Quality of Life Outcomes | Strong | 67/100Slightly Positive | 67/100generally_consistent | 3 | weak_positive | Explore evidence |
| #7 | Diabetes Self-Management Education and Support (DSMES) Programs | Treatment Experience | 78/100Strong | 89/100Very Positive | 75/100consistent | 4 | strong_positive | Explore evidence |
| #8 | Curcumin Supplements | Quality of Life Outcomes | Moderate | 75/100Positive | 35/100mixed | 2 | moderate_positive | Explore evidence |
| #9 | Digital Lifestyle Interventions | Activities of Daily Living | Moderate | 75/100Positive | 35/100mixed | 2 | moderate_positive | Explore evidence |
| #10 | DPP-4 Inhibitors | Treatment Experience | Moderate | 75/100Positive | 35/100mixed | 2 | moderate_positive | Explore evidence |
Diabetes Self-Management Education and Support (DSMES) Programs → Quality of Life Outcomes
Insulin Delivery Systems → Quality of Life Outcomes
Diabetes Self-Management Education and Support (DSMES) Programs → Diabetes Management Self-Efficacy
Diabetes Self-Management Education and Support (DSMES) Programs → Activities of Daily Living
Diabetes Self-Management Education and Support (DSMES) Programs → Mental Health
Low-Carbohydrate Diet Education → Quality of Life Outcomes
Diabetes Self-Management Education and Support (DSMES) Programs → Treatment Experience
Curcumin Supplements → Quality of Life Outcomes
Digital Lifestyle Interventions → Activities of Daily Living
DPP-4 Inhibitors → Treatment Experience
Relationships organized using the Dediabetes Evidence Intelligence™ framework.
Hybrid closed-loop system and Remote multiprofessional educational program have the strongest available evidence signals for Patient-Reported.
ConsistencyScore™: Results are mixed and should be interpreted cautiously.
Ranked evidence signals
Hybrid closed-loop system
EvidenceScore™ Strong | EvidenceScore™ 79.0 | moderate positive | ConsistencyScore™ Generally Consistent | 4 studies
Remote multiprofessional educational program
EvidenceScore™ Strong | EvidenceScore™ 79.0 | weak positive | ConsistencyScore™ Mixed | 3 studies
Why this answer: This answer is cautious because the available studies report mixed findings.
Limitations
Hybrid closed-loop system, mHealth diabetes support intervention, and Mobile app for diabetes self-management are among the most studied areas in relation to Patient-Reported.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
Hybrid closed-loop system
EvidenceScore™ Strong | EvidenceScore™ 79.0 | moderate positive | ConsistencyScore™ Generally Consistent | 5 studies
Mobile app for diabetes self-management
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 6 studies
mHealth diabetes support intervention
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 2 studies
Why this answer: This answer is cautious because the available studies report mixed findings.
Limitations
Results are mixed or unclear for Aerobic exercise, Behavioral counseling, and Dipeptidyl peptidase-4 inhibitors in relation to Patient-Reported.
ConsistencyScore™: Results are mixed and should be interpreted cautiously.
Ranked evidence signals
Remote multiprofessional educational program
EvidenceScore™ Strong | EvidenceScore™ 79.0 | weak positive | ConsistencyScore™ Mixed | 3 studies
Hybrid closed-loop system
EvidenceScore™ Strong | EvidenceScore™ 79.0 | weak positive | ConsistencyScore™ Mixed | 3 studies
Aerobic exercise
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
Aerobic exercise need more research in relation to Patient-Reported.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
Aerobic exercise
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study
Why this answer: This answer is based on a single supporting study.
Limitations
Hybrid closed-loop system have available evidence for Patient-Reported, but the comparison requires review of the underlying studies.
ConsistencyScore™: Results are generally consistent across studies.
Ranked evidence signals
Hybrid closed-loop system
EvidenceScore™ Strong | EvidenceScore™ 79.0 | moderate positive | ConsistencyScore™ Generally Consistent | 4 studies
Why this answer: This answer is cautious because the available studies report mixed findings.
Limitations
Intervention categories most commonly studied for patient reported outcomes.
Evidence related to DPP-4 inhibitor therapies in diabetes studies.
Evidence related to aerobic exercise interventions in diabetes studies.
Evidence related to diabetes self-management education and support programs in diabetes studies.
Evidence related to insulin therapies in diabetes studies.
Evidence related to liraglutide and liraglutide-containing intervention regimens in diabetes studies.
Evidence related to probiotic and synbiotic interventions in diabetes studies.
Each bubble represents an evidence relationship. Position shows effectiveness and EvidenceScoreâ„¢; size reflects study volume.
Evidence Workspace
Save evidence topics and organize the research that matters to you.
