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Acceptability and Effectiveness of Artificial Intelligence Therapy for Anxiety and Depression (Youper): Longitudinal Observational Study
- Source :
- Journal of Medical Internet Research, Journal of Medical Internet Research, Vol 23, Iss 6, p e26771 (2021)
- Publication Year :
- 2021
- Publisher :
- JMIR Publications Inc., 2021.
-
Abstract
- Background Youper is a widely used, commercially available mobile app that uses artificial intelligence therapy for the treatment of anxiety and depression. Objective Our study examined the acceptability and effectiveness of Youper. Further, we tested the cumulative regulation hypothesis, which posits that cumulative emotion regulation successes with repeated intervention engagement will predict longer-term anxiety and depression symptom reduction. Methods We examined data from paying Youper users (N=4517) who allowed their data to be used for research. To characterize the acceptability of Youper, we asked users to rate the app on a 5-star scale and measured retention statistics for users’ first 4 weeks of subscription. To examine effectiveness, we examined longitudinal measures of anxiety and depression symptoms. To test the cumulative regulation hypothesis, we used the proportion of successful emotion regulation attempts to predict symptom reduction. Results Youper users rated the app highly (mean 4.36 stars, SD 0.84), and 42.66% (1927/4517) of users were retained by week 4. Symptoms decreased in the first 2 weeks of app use (anxiety: d=0.57; depression: d=0.46). Anxiety improvements were maintained in the subsequent 2 weeks, but depression symptoms increased slightly with a very small effect size (d=0.05). A higher proportion of successful emotion regulation attempts significantly predicted greater anxiety and depression symptom reduction. Conclusions Youper is a low-cost, completely self-guided treatment that is accessible to users who may not otherwise access mental health care. Our findings demonstrate the acceptability and effectiveness of Youper as a treatment for anxiety and depression symptoms and support continued study of Youper in a randomized clinical trial.
- Subjects :
- 050103 clinical psychology
020205 medical informatics
Computer applications to medicine. Medical informatics
R858-859.7
effectiveness
Health Informatics
02 engineering and technology
digital mental health treatment
Anxiety
law.invention
Randomized controlled trial
Artificial Intelligence
law
acceptability
Intervention (counseling)
0202 electrical engineering, electronic engineering, information engineering
Humans
Medicine
0501 psychology and cognitive sciences
Depression (differential diagnoses)
Original Paper
Depression
business.industry
05 social sciences
Symptom reduction
Anxiety Disorders
Mobile Applications
Test (assessment)
Mental health care
Observational study
Artificial intelligence
Public aspects of medicine
RA1-1270
medicine.symptom
business
Subjects
Details
- ISSN :
- 14388871
- Volume :
- 23
- Database :
- OpenAIRE
- Journal :
- Journal of Medical Internet Research
- Accession number :
- edsair.doi.dedup.....56b748c97826ea863df23b61bbcf2773