Outcome Evidence

Outcome Evidence

Explore diabetes-related outcomes, how they are measured, and which interventions affect them.

2,021
Outcomes
Distinct outcomes measured across diabetes research
49
Outcome Groups
Backend-defined outcome groups with evidence coverage
1,212
Research Studies
Active research documents analyzed in the evidence index
6,475
Evidence Relationships
Intervention-outcome relationships with scored evidence
784
Interventions
Distinct interventions represented in the evidence index

Dediabetes organizes diabetes outcomes by interventions studied, evidence strength, research coverage, and validated evidence relationships.

Featured Outcomes

Extensive ResearchExtensive Research

HbA1c Reduction

Evidence related to lowering or improving HbA1c/A1C in diabetes management.

Studies
360
Evidence
Extensive Research
Featured interventions
Lifestyle intervention for prediabetesUsual careDSMES
Extensive ResearchExtensive Research

Weight Loss

Evidence related to body weight reduction, BMI improvement, waist circumference, and body composition changes.

Studies
204
Evidence
Extensive Research
Featured interventions
Low-carbohydrate dietDipeptidyl peptidase-4 inhibitorsAerobic exercise
Extensive ResearchExtensive Research

Glycemic Control

Evidence related to blood glucose control, fasting glucose, postprandial glucose, glucose variability, and time in range.

Studies
252
Evidence
Extensive Research
Featured interventions
Lifestyle intervention for prediabetesMetforminContinuous glucose monitoring
Extensive ResearchExtensive Research

Treatment Adherence

Evidence related to treatment adherence, medication use, physical activity participation, step count, diet intake, fruit and vegetable intake, and self-care behavior adherence.

Studies
105
Evidence
Extensive Research
Featured interventions
Mobile app for diabetes self-managementInstructional WhatsApp group for diabetes self-careComplex lifestyle intervention
Extensive ResearchExtensive Research

Inflammatory and Vascular Markers

Evidence related to inflammatory, oxidative stress, endothelial, and vascular biomarkers measured in diabetes studies.

Studies
78
Evidence
Extensive Research
Featured interventions
Vitamin D supplementationExercise therapyNon-surgical periodontal treatment
Moderate ResearchModerate Research

Physical Activity Levels

Evidence related to physical activity levels and physical activity changes in diabetes studies.

Studies
40
Evidence
Moderate Research
Featured interventions
Peer-support lifestyle programComplex lifestyle interventionExercise therapy

What's New in Outcome Evidence

Explore Outcomes by Category

Most Validated Intervention-Outcome Relationships

Top-ranked relationships with available EvidenceScore™ and ConsistencyScore™ signals.

Evidence by Outcome and Intervention Groups

Fasting Glucose

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
146
103 relationships
Browse evidence

Body Mass Index

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
77
53 relationships
Browse evidence

Blood Pressure

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
52
53 relationships
Browse evidence

Diabetes Management Self-Efficacy

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
26
24 relationships
Browse evidence

Adipokine and Angiogenic Markers

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
79
132 relationships
Browse evidence

HbA1c

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
253
99 relationships
Browse evidence

CGM Time in Range

Insulin Delivery Systems

EvidenceScore™
Strong
Studies
73
76 relationships
Browse evidence

Physical Activity Levels

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
15
11 relationships
Browse evidence

Body Weight

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
109
63 relationships
Browse evidence

Quality of Life Outcomes

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
46
38 relationships
Browse evidence

Mental Health

Diabetes Self-Management Education and Support (DSMES) Programs

EvidenceScore™
Strong
Studies
25
33 relationships
Browse evidence

Hypoglycemia

Insulin Delivery Systems

EvidenceScore™
Strong
Studies
35
36 relationships
Browse evidence

All Outcomes

Browse 2,021 outcomes represented in the evidence graph.

Showing 1-25 of 2,021 outcomes

HbA1c

Glycemic Control - HbA1c

EvidenceScore™
87/100
Studies
524
339 interventions

Fasting Plasma Glucose (FPG)

Glycemic Control - Fasting Glucose

EvidenceScore™
87/100
Studies
197
158 interventions

Body weight

Weight & Anthropometrics - Body Weight

EvidenceScore™
86/100
Studies
171
130 interventions

BMI

Weight & Anthropometrics - Body Mass Index

EvidenceScore™
87/100
Studies
131
109 interventions

Triglycerides

Metabolic Health - Adipokine and Angiogenic Markers

EvidenceScore™
79/100
Studies
99
102 interventions

Systolic blood pressure

Metabolic Health - Blood Pressure

EvidenceScore™
84/100
Studies
108
91 interventions

Insulin resistance

Metabolic Health - Insulin Resistance

EvidenceScore™
79/100
Studies
94
81 interventions

Glucose iAUC (OGTT)

Glycemic Control - Postprandial and OGTT Glucose

EvidenceScore™
83/100
Studies
70
75 interventions

Blood glucose

Glycemic Control - Fasting Glucose

EvidenceScore™
79/100
Studies
77
73 interventions

LDL cholesterol

Metabolic Health - Adipokine and Angiogenic Markers

EvidenceScore™
79/100
Studies
73
69 interventions

Time in range

Glycemic Control - CGM Time in Range

EvidenceScore™
88/100
Studies
93
68 interventions

Diastolic blood pressure

Metabolic Health - Blood Pressure

EvidenceScore™
83/100
Studies
70
68 interventions

Fasting blood sugar (FBS)

Glycemic Control - Fasting Glucose

EvidenceScore™
79/100
Studies
65
67 interventions

Quality of life

Patient-Reported - Quality of Life Outcomes

EvidenceScore™
79/100
Studies
72
65 interventions

Waist circumference

Weight & Anthropometrics - Body Composition

EvidenceScore™
84/100
Studies
68
53 interventions

Fasting insulin levels

Metabolic Health - Insulin Resistance

EvidenceScore™
79/100
Studies
42
41 interventions

C-reactive protein

Metabolic Health - Inflammatory Markers

EvidenceScore™
81/100
Studies
47
40 interventions

Sleep quality

Patient-Reported - Quality of Life Outcomes

EvidenceScore™
79/100
Studies
35
34 interventions

Physical activity level (MET-minutes per week)

Adherence & Engagement - Physical Activity Levels

EvidenceScore™
79/100
Studies
38
32 interventions

Insulin sensitivity

Metabolic Health - Insulin Resistance

EvidenceScore™
79/100
Studies
30
31 interventions

Depression score

Patient-Reported - Mental Health

EvidenceScore™
79/100
Studies
32
30 interventions

Weight change

Weight & Anthropometrics - Body Weight

EvidenceScore™
79/100
Studies
31
30 interventions

Adverse events incidence

Safety - Adverse Events and Safety

EvidenceScore™
79/100
Studies
32
29 interventions

Periodontal probing depth

Clinical Outcomes

EvidenceScore™
83/100
Studies
41
27 interventions

Diabetes self-management behaviors

Patient-Reported - Diabetes Management Self-Efficacy

EvidenceScore™
83/100
Studies
36
27 interventions