#1 HbA1c
Bariatric Procedures → HbA1c
Evidence Intelligence™
- ImpactScore™
- 100
- Very Positive
- ConsistencyScore™
- unclear
- Not enough independent studies
Supporting studies: Based on 1 study
Explore evidenceProcedures
Surgical, procedural, or clinic-delivered interventions. Use examples: Bariatric surgery, photobiomodulation, device-assisted procedures
Last updated: July 15, 2026
Key takeaway
Procedures has evidence across 1 diabetes-related outcomes, with strongest support for HbA1c.
Evidence status
Moderate ResearchEvidence Strength: 59/100
Related Evidence Topics
Evidence Intelligence™
Every evidence topic is generated from structured relationships across diabetes research, including topics, interventions, outcomes, and individual studies.
48
Evidence relationships
49
Studies reviewed
1
Outcomes evaluated
Strongest evidence area
HbA1c
Top Interventions
Showing grouped evidence. Expand in Evidence Explorer for detailed intervention-outcome pairs.Open Evidence Explorer
| Rank | Outcome group | ImpactScore™ | Consistency | Studies | Effectiveness | Action |
|---|---|---|---|---|---|---|
| #1 | HbA1c | 100/100Very Positive | unclear | 1 | strong_positive | Explore evidence |
Practical Questions
Relationships organized using the Dediabetes Evidence Intelligence™ framework.
What outcomes does Procedures appear to affect most often?
most studiedEmerging Evidence
Composite cardiovascular events (CV death, MI, stroke, HF hospitalization), Serious maternal health outcome, and Serious perinatal adverse events are among the most studied areas in relation to Procedures.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
- 1
Composite cardiovascular events (CV death, MI, stroke, HF hospitalization)
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | neutral | ConsistencyScore™ Mixed | 3 studies
- 2
Serious perinatal adverse events
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study
- 3
Serious maternal health outcome
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.
Limitations
- Consistency cannot yet be determined.
- Population details are unavailable.
Which outcomes need more research for Procedures?
research gapsEmerging Evidence
All-cause mortality, Post-ACS myocardial infarct size and left ventricular function, and Type 2 diabetes incidence need more research in relation to Procedures.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
- 1
Type 2 diabetes incidence
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | strong positive | ConsistencyScore™ Unclear | 1 study
- 2
All-cause mortality
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study
- 3
Post-ACS myocardial infarct size and left ventricular function
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study
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.
- Consistency cannot yet be determined.
- Population details are unavailable.
How does Composite cardiovascular events (CV death, MI, stroke, HF hospitalization) compare with All-cause mortality for Procedures?
compareEmerging Evidence
All-cause mortality and Composite cardiovascular events (CV death, MI, stroke, HF hospitalization) have available evidence for Procedures, but the comparison requires review of the underlying studies.
ConsistencyScore™: Consistency cannot yet be determined from the available evidence.
Ranked evidence signals
- 1
Composite cardiovascular events (CV death, MI, stroke, HF hospitalization)
EvidenceScore™ Moderate | EvidenceScore™ 69.0 | neutral | ConsistencyScore™ Mixed | 2 studies
- 2
All-cause mortality
EvidenceScore™ Emerging | EvidenceScore™ 59.0 | neutral | ConsistencyScore™ Unclear | 1 study
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.
- Consistency cannot yet be determined.
- Population details are unavailable.
Outcomes Influenced by Procedures
Outcomes most commonly studied in relation to procedures interventions.
Cardiovascular Risk
EvidenceScore™ 61/100
Evidence related to cardiovascular risk, cardiovascular events, ASCVD risk, vascular function, functional capacity, and mortality outcomes in diabetes studies.
6 Studies
HbA1c Reduction
EvidenceScore™ 59/100
Evidence related to lowering or improving HbA1c/A1C in diabetes management.
2 Studies
Glycemic Control
EvidenceScore™ 59/100
Evidence related to blood glucose control, fasting glucose, postprandial glucose, glucose variability, and time in range.
1 Study
Inflammatory and Vascular Markers
EvidenceScore™ 59/100
Evidence related to inflammatory, oxidative stress, endothelial, and vascular biomarkers measured in diabetes studies.
1 Study
Treatment Adherence
EvidenceScore™ 59/100
Evidence related to treatment adherence, medication use, physical activity participation, step count, diet intake, fruit and vegetable intake, and self-care behavior adherence.
1 Study
Weight Loss
EvidenceScore™ 59/100
Evidence related to body weight reduction, BMI improvement, waist circumference, and body composition changes.
1 Study
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Evidence Landscape
Evidence landscape
Each bubble represents an evidence relationship. Position shows effectiveness and EvidenceScoreâ„¢; size reflects study volume.
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