Real-time CGM significantly improves HbA1c and time in range in poorly controlled type 2 diabetesView research summary→
May 7, 2026
Highly relevant
Interventions:
Strength:
Diabetes Technology: CGM, Pumps, Apps, and Digital Care Evidence
Evidence related to diabetes technology
Evidence related to continuous glucose monitoring, insulin pumps, hybrid closed-loop systems, telemonitoring, mobile apps, digital health programs, and technology-mediated diabetes care.
11
Studies
15
Evidence Pairs
Moderate Research Support
Relationship Confidence: 61/100
Supporting Studies
11
Research documents analyzed
Evidence Pairs
15
Intervention-outcome relationships
Latest Publication
May 2026
Avg. Evidence: 45/100
Evidence Snapshot
Qualitative overview of the evidence landscape
Low Confidence
Based on 11 studies, emerging evidence suggests Digital physician-pharmacist collaborative care, SMS text messaging behavioral intervention for health promotion, Hybrid closed-loop system are the strongest-supported interventions for diabetes technology.
Practical Questions
Does Continuous glucose monitoring improve time in range?
intervention effectivenessEmerging Evidence
Continuous glucose monitoring appears to improve Time in range.
Consistency: Results are generally consistent across studies.
Ranked evidence signals
- 1
Continuous glucose monitoring
Emerging | score 55.9 | strong positive | Generally Consistent | 3 studies
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.
Does Hybrid closed-loop system improve time in range?
intervention effectivenessEmerging Evidence
Hybrid closed-loop system may improve Time in range.
Consistency: Results are generally consistent across studies.
Ranked evidence signals
- 1
Hybrid closed-loop system
Emerging | score 50.6 | moderate positive | Generally Consistent | 3 studies
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.
Does Continuous glucose monitoring improve time below range?
intervention effectivenessEmerging Evidence
Continuous glucose monitoring may improve Time below range.
Consistency: Results are generally consistent across studies.
Ranked evidence signals
- 1
Continuous glucose monitoring
Emerging | score 49.8 | moderate positive | Generally Consistent | 3 studies
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.
Does Hybrid closed-loop system improve glucose variability?
intervention effectivenessEmerging Evidence
Hybrid closed-loop system may improve Glucose variability.
Consistency: Results are generally consistent across studies.
Ranked evidence signals
- 1
Hybrid closed-loop system
Emerging | score 50.6 | moderate positive | Generally Consistent | 3 studies
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.
Does Hybrid closed-loop system improve time above range?
intervention effectivenessEmerging Evidence
Hybrid closed-loop system appears to improve Time above range.
Consistency: Results are consistent across studies.
Ranked evidence signals
- 1
Hybrid closed-loop system
Emerging | score 48.9 | strong positive | Consistent | 2 studies
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.
Does Continuous glucose monitoring improve time above range?
intervention effectivenessEmerging Evidence
Continuous glucose monitoring may improve Time above range.
Consistency: Results are mixed and should be interpreted cautiously.
Evidence caveat: Some evidence reported benefits while other evidence found little or no effect.
Ranked evidence signals
- 1
Continuous glucose monitoring
Emerging | score 47.8 | moderate positive | Mixed | 2 studies
Why this answer: This answer is cautious because the available studies report mixed findings.
Limitations
- Only a small number of supporting studies are available.
- Population details are unavailable.
Does Hybrid closed-loop system improve time below range?
intervention effectivenessEmerging Evidence
Hybrid closed-loop system appears to improve Time below range.
Consistency: Results are consistent across studies.
Ranked evidence signals
- 1
Hybrid closed-loop system
Emerging | score 48.9 | strong positive | Consistent | 2 studies
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.
Does Continuous glucose monitoring improve treatment satisfaction?
intervention effectivenessEmerging Evidence
Continuous glucose monitoring appears to improve Treatment satisfaction.
Consistency: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
- 1
Continuous glucose monitoring
Emerging | score 53.0 | strong positive | Unclear | 1 study
Why this answer: This answer is based on a single supporting study.
Limitations
- Only one supporting study is available.
- Consistency cannot yet be determined.
- Population details are unavailable.
Studied interventions
Interventions studied in relation to this topic
Digital physician-pharmacist collaborative care
1 study
View evidence
SMS text messaging behavioral intervention for health promotion
1 study
View evidence
Hybrid closed-loop system
3 studies
View evidence
Continuous glucose monitoring
3 studies
View evidence
Rama Diabetes Care app
1 study
View evidence
GDM-DH mobile app (Garbhakalin Diabetes athawa Madhumeha-Dhulikhel Hospital)
1 study
View evidence
Instructional WhatsApp group for diabetes self-care
1 study
View evidence
Note: Scores are provided by the evidence graph and may reflect evidence strength, evidence base, or relationship confidence depending on context. Click any option to explore the supporting research in our archive.
Strongest evidence signals
Key patterns and insights identified across the research landscape
Strong positive signal
Digital physician-pharmacist collaborative care shows strong evidence for improving Treatment satisfaction
Digital physician-pharmacist collaborative care → Treatment satisfaction
Across 1 study, Digital physician-pharmacist collaborative care shows a strong positive signal for Treatment satisfaction.
1 studies
Strength: 56.2/100
Strong positive signal
Continuous glucose monitoring shows strong evidence for improving Time in range
Continuous glucose monitoring → Time in range
Across 3 studies, Continuous glucose monitoring shows a strong positive signal for Time in range.
3 studies
Strength: 55.923684210526304/100
Strong positive signal
SMS text messaging behavioral intervention for health promotion shows strong evidence for improving Diabetes self-management behaviors
SMS text messaging behavioral intervention for health promotion → Diabetes self-management behaviors
Across 1 study, SMS text messaging behavioral intervention for health promotion shows a strong positive signal for Diabetes self-management behaviors.
1 studies
Strength: 55/100
Strong positive signal
Continuous glucose monitoring shows strong evidence for improving Treatment satisfaction
Continuous glucose monitoring → Treatment satisfaction
Across 1 study, Continuous glucose monitoring shows a strong positive signal for Treatment satisfaction.
1 studies
Strength: 52.95/100
Moderate positive signal
Hybrid closed-loop system may improve Glucose variability
Hybrid closed-loop system → Glucose variability
Across 3 studies, Hybrid closed-loop system shows a moderate positive signal for Glucose variability.
3 studies
Strength: 50.63981481481481/100
Supporting Research
Selected studies that best represent the evidence behind this topic.
Telemedicine improves glucose control in nursing home residents with diabetes.View research summary→
High quality
Interventions:
Outcomes:
Strength:
Hybrid telemedicine improves glycemic control in type 1 diabetesView research summary→
High quality
Interventions:
Outcomes:
Strength:
Digital-Driven Model Improves Diabetes Management in Underresourced AreasView research summary→
High quality
Interventions:
Outcomes:
Strength:
Thai diabetes app shows little extra HbA1c benefit over standard educationView research summary→
May 7, 2026
Recent
Interventions:
Outcomes:
Strength:
Click any study to view the full research summary, or click interventions and outcomes to filter the archive.
Related Evidence Topics
Explore related evidence areas connected by shared studies, interventions, or outcomes.
Explore all supporting studies
Browse the complete evidence archive for this topic, including interventions, outcomes, and related research.
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