Behavioral & Lifestyle
Education, counseling, self-management, and non-exercise behavior-change interventions. Use examples: DSMES, counseling, coaching, adherence programs, storytelling
Evidence Snapshot
19
Evidence relationships
21
Studies reviewed
16
Outcomes evaluated
Strongest evidence area
HbA1c
Top Interventions
| Rank | Outcome | Effectiveness | Strength | Consistency | Studies |
|---|---|---|---|---|---|
| #1 | HbA1c | Moderate Positive | Limited | Unclear | 1 |
| #2 | App usability rating (MAUQ) | Moderate Positive | Weak | Unclear | 1 |
| #3 | Maternity diabetes treatment satisfaction | Moderate Positive | Weak | Unclear | 1 |
| #4 | User experience SUS score | Moderate Positive | Weak | Unclear | 1 |
| #5 | HbA1c | Weak Positive | Limited | Mixed | 2 |
| #6 | Hypoglycemia symptom score | Moderate Positive | Limited | Unclear | 1 |
| #7 | Quality of life | Neutral | Weak | Unclear | 2 |
| #8 | Time in range | Neutral | Weak | Unclear | 1 |
| #9 | Treatment adherence | Moderate Positive | Limited | Unclear | 1 |
| #10 | Treatment satisfaction | Moderate Positive | Limited | Unclear | 1 |
Rank #1
HbA1c
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Rank #2
App usability rating (MAUQ)
Effectiveness
Moderate PositiveStrength
WeakConsistency
UnclearStudies
1
Rank #3
Maternity diabetes treatment satisfaction
Effectiveness
Moderate PositiveStrength
WeakConsistency
UnclearStudies
1
Rank #4
User experience SUS score
Effectiveness
Moderate PositiveStrength
WeakConsistency
UnclearStudies
1
Rank #5
HbA1c
Effectiveness
Weak PositiveStrength
LimitedConsistency
MixedStudies
2
Rank #6
Hypoglycemia symptom score
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Rank #7
Quality of life
Effectiveness
NeutralStrength
WeakConsistency
UnclearStudies
2
Rank #8
Time in range
Effectiveness
NeutralStrength
WeakConsistency
UnclearStudies
1
Rank #9
Treatment adherence
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Rank #10
Treatment satisfaction
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Practical Questions
What outcomes does Behavioral & Lifestyle appear to affect most often?
outcomeBased on 6 evidence relationships across 7 studies
Outcomes:
HbA1cApp usability rating (MAUQ)Treatment adherence
Interventions:
Digital storytelling intervention for diabetes self ManagementMobile app for gestational diabetes self ManagementRemote Educational ProgramSMS text messaging behavioral interventionTelephone counseling
Which outcomes need more research for Behavioral & Lifestyle?
evidenceBased on 3 evidence relationships across 5 studies
Outcomes:
HbA1cQuality of life
Interventions:
Digital storytelling intervention for diabetes self ManagementRemote Educational Program
How does HbA1c compare with HbA1c for Behavioral & Lifestyle?
compareVery Low Evidence
Within Behavioral & Lifestyle, insufficient data to compare. Interpret cautiously when study counts are low.
HbA1c
Evidence:47.4
Effectiveness:80.0
Studies:2
Pairs:2
limited
No clear winner based on current evidence
Limitations
Insufficient compared items for meaningful comparison
Insufficient compared items to assess confidence.
Evidence Landscape
Evidence landscape
Each bubble represents an evidence relationship. Position shows effectiveness and strength; size reflects study volume.
Limited evidence
Promising
Reliable
High impact
Lower Evidence Strength→Higher Evidence Strength
Lower Effectiveness→Higher Effectiveness
Explore by Outcome
| Outcome | Pairs | Research | Avg Strength |
|---|---|---|---|
| HbA1c | 3 | 4 | 45 |
| Quality of life | 1 | 2 | 37 |
| Treatment adherence | 2 | 2 | 45 |
| App usability rating (MAUQ) | 1 | 1 | 39 |
| BMI | 1 | 1 | 45 |
| Diabetes Related misconceptions | 1 | 1 | 41 |
| Gestational diabetes mellitus incidence | 1 | 1 | 45 |
| Hypoglycemia sign recognition | 1 | 1 | 41 |
| Hypoglycemia symptom score | 1 | 1 | 42 |
| Maternity diabetes treatment satisfaction | 1 | 1 | 39 |
| Perceived diabetes management competence | 1 | 1 | 41 |
| Physical activity level | 1 | 1 | 46 |
| Time in range | 1 | 1 | 34 |
| Treatment satisfaction | 1 | 1 | 42 |
| Type 1 diabetes knowledge score | 1 | 1 | 41 |
| User experience SUS score | 1 | 1 | 39 |
Latest Research
Digital storytelling may improve blood sugar in Hispanic adults with type 2 diabetes
Published: May 16, 2026
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Mobile health tools may improve blood sugar control in African diabetes patients
Published: May 16, 2026
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Text messaging may help increase physical activity in adults with type 2 diabetes
Published: May 16, 2026
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Nepalese women with gestational diabetes find a mobile app easy to use and satisfying for self-management
Published: May 16, 2026
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Hybrid diabetes education with CGM modestly improved HbA1c and well-being in adults
Published: May 15, 2026
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Online school staff training improved type 1 diabetes knowledge and confidence
Published: May 15, 2026
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Remote education program improves carbohydrate counting but not blood sugar control in youth with type 1 diabetes
Published: May 7, 2026
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Telephone-based lifestyle education reduces gestational diabetes risk by 60% in high-risk Iranian women
Published: May 7, 2026
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out-bmiout-gestational-diabetes-mellitus-incidence
Full Evidence Table
Showing 19 of 19 evidence pairs
Intervention | Outcome | Effectiveness | Strength | Consistency | Studies |
|---|---|---|---|---|---|
| Digital storytelling intervention for diabetes self Management | HbA1c | Moderate Positive | Limited | Unclear | 1 |
| Mobile app for gestational diabetes self Management | App usability rating (MAUQ) | Moderate Positive | Weak | Unclear | 1 |
| Mobile app for gestational diabetes self Management | Maternity diabetes treatment satisfaction | Moderate Positive | Weak | Unclear | 1 |
| Mobile app for gestational diabetes self Management | User experience SUS score | Moderate Positive | Weak | Unclear | 1 |
| Remote Educational Program | HbA1c | Weak Positive | Limited | Mixed | 2 |
| Remote Educational Program | Hypoglycemia symptom score | Moderate Positive | Limited | Unclear | 1 |
| Remote Educational Program | Quality of life | Neutral | Weak | Unclear | 2 |
| Remote Educational Program | Time in range | Neutral | Weak | Unclear | 1 |
| Remote Educational Program | Treatment adherence | Moderate Positive | Limited | Unclear | 1 |
| Remote Educational Program | Treatment satisfaction | Moderate Positive | Limited | Unclear | 1 |
| SMS text messaging behavioral intervention | HbA1c | Moderate Positive | Limited | Unclear | 1 |
| SMS text messaging behavioral intervention | Physical activity level | Moderate Positive | Limited | Consistent | 1 |
| T1D education | Diabetes Related misconceptions | Moderate Positive | Limited | Unclear | 1 |
| T1D education | Hypoglycemia sign recognition | Moderate Positive | Limited | Unclear | 1 |
| T1D education | Perceived diabetes management competence | Moderate Positive | Limited | Unclear | 1 |
| T1D education | Type 1 diabetes knowledge score | Moderate Positive | Limited | Unclear | 1 |
| Telephone counseling | BMI | Moderate Positive | Limited | Unclear | 1 |
| Telephone counseling | Gestational diabetes mellitus incidence | Moderate Positive | Limited | Unclear | 1 |
| Telephone counseling | Treatment adherence | Moderate Positive | Limited | Unclear | 1 |
Intervention → Outcome
Digital storytelling intervention for diabetes self Management → HbA1c
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
Mobile app for gestational diabetes self Management → App usability rating (MAUQ)
Effectiveness
Moderate PositiveStrength
WeakConsistency
UnclearStudies
1
Intervention → Outcome
Mobile app for gestational diabetes self Management → Maternity diabetes treatment satisfaction
Effectiveness
Moderate PositiveStrength
WeakConsistency
UnclearStudies
1
Intervention → Outcome
Mobile app for gestational diabetes self Management → User experience SUS score
Effectiveness
Moderate PositiveStrength
WeakConsistency
UnclearStudies
1
Intervention → Outcome
Remote Educational Program → HbA1c
Effectiveness
Weak PositiveStrength
LimitedConsistency
MixedStudies
2
Intervention → Outcome
Remote Educational Program → Hypoglycemia symptom score
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
Remote Educational Program → Quality of life
Effectiveness
NeutralStrength
WeakConsistency
UnclearStudies
2
Intervention → Outcome
Remote Educational Program → Time in range
Effectiveness
NeutralStrength
WeakConsistency
UnclearStudies
1
Intervention → Outcome
Remote Educational Program → Treatment adherence
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
Remote Educational Program → Treatment satisfaction
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
SMS text messaging behavioral intervention → HbA1c
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
SMS text messaging behavioral intervention → Physical activity level
Effectiveness
Moderate PositiveStrength
LimitedConsistency
ConsistentStudies
1
Intervention → Outcome
T1D education → Diabetes Related misconceptions
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
T1D education → Hypoglycemia sign recognition
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
T1D education → Perceived diabetes management competence
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
T1D education → Type 1 diabetes knowledge score
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
Telephone counseling → BMI
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
Telephone counseling → Gestational diabetes mellitus incidence
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1
Intervention → Outcome
Telephone counseling → Treatment adherence
Effectiveness
Moderate PositiveStrength
LimitedConsistency
UnclearStudies
1