| Literature DB >> 26369346 |
Kelli Hale1, Sandra Capra, Judith Bauer.
Abstract
BACKGROUND: This paper presents an approach to assist health professionals in recommending high quality apps for supporting chronic disease self-management. Most app reviews focus on popularity, aesthetics, functionality, usability, and information quality. There is no doubt these factors are important in selecting trustworthy apps which are appealing to users, but behavioral theory may be also be useful in matching the apps to user needs.Entities:
Keywords: chronic disease; mobile apps; patient-centered care; technology
Year: 2015 PMID: 26369346 PMCID: PMC4704910 DOI: 10.2196/mhealth.4532
Source DB: PubMed Journal: JMIR Mhealth Uhealth ISSN: 2291-5222 Impact factor: 4.773
Figure 1Framework for selecting, categorizing, and matching apps to patients' needs.
Behavioral Theory Content Surveya: intervention strategies by behavior change model or theory.
| Strategy No. | Intervention strategiesb | Health Belief Model | Transtheoretical Model | Theory of Planned Behavior | Social Cognitive Theory |
| 1 | General information (K) | X | X | X | X |
| 2 | Perceived benefits (C) | X | X | X | X |
| 3 | Perceived barriers (C) | X | X |
| X |
| 4 | Perceived risks (C) | X |
| X |
|
| 5 | Self-efficacy (C) |
| X | X | X |
| 6 | Self-talk (C) |
| X |
| X |
| 7 | Perceived social norms (C) |
| X | X |
|
| 8 | Self-monitoring (B) |
| X |
| X |
| 9 | Realistic goal setting (B) |
|
|
| X |
| 10 | Time management (B) |
|
|
| X |
| 11 | Stimulus control (B) |
| X |
| X |
| 12 | Self-reward (B) |
| X |
| X |
| 13 | Social support (B) |
| X |
| X |
| 14 | Modeling/vicarious learning (B) |
|
|
| X |
| 15 | Relapse prevention (B) |
| X |
| X |
| 16 | Stress management (EF) |
|
|
| X |
| 17 | Negative affect management (EF) |
|
|
| X |
| 18 | Skill building/overview (T) |
| X |
| X |
| 19 | Increasing knowledge (T) | X | X | X |
|
| 20 | Motivational readiness (T) |
| X |
|
|
|
| No. strategies per model/theory | 5 | 14 | 6 | 16 |
aWith kind permission from Springer Science+Business Media: < Ann Behav Med, Evaluation of physical activity web sites for use of behavior change theories, volume 25, 2003, p107, Doshi A, Patrick K, Sallis JF, et al, Table 1> [16].
bKnowledge (K), cognitive (C), behavioral (B), emotion focused (EF), therapeutic (T).
Categorization of app types by topic.
| Topic categories | App types |
| Healthy eating | Diet tracker |
| Physical activity | Exercise trackers |
| Self-monitoring | Diabetes tracker |
| Problem solving | Coaching |
| Healthy coping | Cognitive behavioral therapy |
Total Behavioral Theory Survey score and individual component scores of those apps scoring best in type.
| App type | Therapy/model scoresa | Strategy category scores | Total BTS scoresb | |||||||
|
| HBMc | TTMd | TPBe | SCTf | Kg | Ch | Bi | EFj | Tk | |
| General goals | 3 | 21 | 7 | 29 | 3 | 4 | 22 | 0 | 2 | 31 |
| Exercise tracker | 2 | 21 | 6 | 26 | 1 | 4 | 20 | 1 | 3 | 29 |
| Diabetes goals | 5 | 21 | 9 | 24 | 2 | 5 | 17 | 0 | 5 | 29 |
| Diet tracker | 7 | 19 | 9 | 19 | 3 | 5 | 10 | 2 | 5 | 25 |
| Cognitive behavioral therapy | 5 | 18 | 6 | 23 | 1 | 10 | 5 | 4 | 4 | 24 |
| Resistance exercise | 7 | 16 | 8 | 19 | 2 | 5 | 10 | 1 | 5 | 23 |
| Mindfulness | 4 | 14 | 5 | 21 | 1 | 5 | 7 | 6 | 3 | 22 |
| Coaching | 7 | 17 | 5 | 20 | 2 | 7 | 7 | 2 | 3 | 21 |
| Menu planning | 4 | 13 | 4 | 18 | 1 | 3 | 12 | 0 | 3 | 19 |
| Peer support | 2 | 9 | 5 | 12 | 0 | 4 | 9 | 2 | 1 | 16 |
| Expert support | 2 | 12 | 3 | 14 | 1 | 1 | 9 | 1 | 3 | 15 |
| Food choice | 7 | 11 | 8 | 9 | 4 | 2 | 1 | 0 | 4 | 11 |
| Diabetes tracker | 0 | 9 | 3 | 9 | 0 | 3 | 8 | 0 | 0 | 11 |
| Relaxation | 1 | 4 | 2 | 9 | 0 | 1 | 1 | 5 | 3 | 10 |
| Mean score (SD) | 4.0 | 14.6 | 5.7 | 18.0 | 1.5 | 4.2 | 9.9 | 1.7 | 3.1 | 20.4 |
aScores do not add up to 100 as the 20 strategies can map to more than one model/theory.
bThe Behavioral Theory Survey (BTS) score only counts each strategy once and therefore is the sum of the strategy categories; maximum BTS score is 100.
cHealth Belief Model (HBM); maximum score is 25.
dTranstheoretical Model (TTM); maximum score is 70.
eTheory of Planned Behavior (TPB); maximum score is 30.
fSocial Cognitive Theory (SCT); maximum score is 80.
gKnowledge (K); maximum score is 5.
hCognitive (C); maximum score is 30.
iBehavioral (B); maximum score is 40.
jEmotion focused (EF); maximum score is 10.
kTherapeutic (T); maximum score is 15.
Intervention strategy distribution by all apps.
| Intervention strategy | Intervention category | Apps using strategy, n | Apps with |
| Self-monitoring | Behavioral | 12 | 6 |
| Skill building/overview | Therapeutic | 12 | 2 |
| Social support | Behavioral | 10 | 4 |
| Modeling/vicarious learning | Behavioral | 10 | 5 |
| General information | Knowledge | 11 | 3 |
| Stimulus control | Behavioral | 11 | 5 |
| Realistic goal setting | Behavioral | 10 | 2 |
| Self-efficacy | Cognitive | 14 | 0 |
| Increasing knowledge | Therapeutic | 11 | 1 |
| Negative affect management | Emotion focused | 9 | 2 |
| Perceived social norms | Cognitive | 7 | 0 |
| Perceived barriers | Cognitive | 6 | 1 |
| Time management | Behavioral | 6 | 1 |
| Stress management | Emotion focused | 5 | 2 |
| Self-talk | Cognitive | 2 | 1 |
| Perceived benefits | Cognitive | 6 | 1 |
| Perceived risks | Cognitive | 5 | 0 |
| Self-reward | Behavioral | 3 | 0 |
| Relapse prevention | Behavioral | 2 | 0 |
| Motivational readiness | Therapeutic | 1 | 0 |
aBehavioral Theory Survey (BTS).
bNumber of apps that scored >2 out of 5 for the intervention strategy. A score above 2 indicates tailored advice or assistance.
Matching apps using type 2 diabetes as an example.
| Topic and intervention category: | App type and core intervention strategies: | ||
| Topic category | Intervention category | App type | Core intervention strategiesa |
| Healthy eating | Knowledge | Diet tracker | General knowledge |
|
|
| Food selection | General knowledge |
|
| Cognitive | Coaching | Perceived barriers |
|
|
| Cognitive behavioral therapy | Self-talk |
|
| Behavioral | Diet tracker | Self-monitoring |
|
|
| General goal tracker | Self-monitoring |
|
|
| Menu planning | Time management |
|
|
| Diabetes-specific goal tracker | Self-monitoring |
|
|
| Coaching | Stimulus control |
|
| Emotion focused | Cognitive behavioral therapy | Negative affect management |
| Physical activity | Cognitive | Cognitive behavioral therapy | Self-talk |
|
| Behavioral | Exercise tracker | Self-monitoring |
|
|
| Resistance exercise | Self-monitoring |
|
|
| Diabetes-specific goal tracker | Self-monitoring |
|
|
| General goal tracker | Self-monitoring |
|
| Emotion focused | Cognitive behavioral therapy | Negative affect management |
|
| Therapeutic | Resistance exercise | Skill building/overview |
| Self-monitoring | Behavioral | Diabetes tracker | Self-monitoring |
|
|
| Expert support | Stimulus control |
| Problem solving | Cognitive | Coaching | Perceived barriers |
|
| Behavioral | Peer support | Social support |
|
|
| Coaching | Stimulus control |
| Healthy coping | Cognitive | Cognitive behavioral therapy | Self-talk |
|
| Behavioral | Peer support | Social support |
|
|
| Mindfulness | Stimulus control |
|
| Emotion focused | Cognitive behavioral therapy | Negative affect management |
|
|
| Relaxation | Stress management |
|
|
| Mindfulness | Stress management |
|
| Therapeutic | Cognitive behavioral therapy | Skill building/overview |
|
|
| Mindfulness | Skill building/overview |
aStrategies with Behavioral Theory Survey Scores of >2/5. A score above 2 indicates tailored advice or assistance.