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Efficacy of the Mobile Application for Prediction and Prevention of Mood Episode Recurrence Based on Machine Learning

Efficacy of the Mobile Phone Application (Circadian Rhythms for Mood) for Prediction and Prevention of Mood Episode Recurrence in Mood Disorders Based on Machine Learning of Daily Digital Phenotype Variables : A Sham-controlled Randomized Clinical Trial

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT05400785
Enrollment
93
Registered
2022-06-02
Start date
2022-05-27
Completion date
2023-12-21
Last updated
2025-03-17

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Bipolar 1 Disorder, Bipolar II Disorder, Major Depressive Disorder

Brief summary

This study was designed to evaluate the efficacy of the mobile application named Circadian Rhythm for Mood (CRM), which was developed to prevent recurring episodes of mood disorders (major depressive disorders, bipolar disorders type 1 and 2) based on machine learning.

Interventions

OTHERCircadian Rhythms for Mood (CRM) application - Active

The study subjects participating in this clinical trial wear wearable activity tracker 24 hours a day for a continuous period of time and run the CRM app once a day to check their conditions (feelings, vitality, sleep, etc.) in the Daily Symptom Assessment (eMoodChart). The active intervention group are provided with mood prediction results and instructions as feedback through the 'life report' and push notification in the application.

OTHERCircadian Rhythms for Mood (CRM) application - Sham

The study subjects assigned to the sham intervention group are provided with feedbacks operated by dummy algorithm. The application is visually indistinguishable from active CRM, and it is designed to minimize behavioral change.

Sponsors

Korea University Guro Hospital
CollaboratorOTHER
Korea University Ansan Hospital
CollaboratorOTHER
Pusan National University Hospital
CollaboratorOTHER
Inje University Ilsan Paik Hospital
CollaboratorOTHER
Hucircadian
Lead SponsorINDUSTRY

Study design

Allocation
RANDOMIZED
Intervention model
PARALLEL
Primary purpose
PREVENTION
Masking
TRIPLE (Subject, Caregiver, Investigator)

Eligibility

Sex/Gender
ALL
Age
19 Years to 70 Years
Healthy volunteers
No

Inclusion criteria

* Male and female patients, 19-70 years old * Diagnosis with Bipolar I disorder, Bipolar II disorder, Major depressive disorder based on DSM-5 criteria, in euthymic state for more than two weeks at the time of the recruitment * Android smartphone users, capable of installing and executing the CRM application * Consent to wear wearable device (Fitbit) continuously and synchronize and backup data regularly

Exclusion criteria

* Patients who have not experienced major depressive, manic, or hypomanic episode in the last two years * Patients who are difficult to specify mood episode or evaluate symptoms of mood episode independently due to personality traits (borderline personality trait, cyclothymic temperament, etc.) * Patients with degenerative neurological disorders (Parkinson's disease, dementia, Huntington's disease, etc.), neurodevelopmental disorders (intellectual disorder, autism spectrum disorder, down syndrome, etc.), epilepsy, severe traumatic brain damage, stroke, and other brain neurological disorders * Inmates or patients who are forced into custody for the treatment of mental or physical illness (non-voluntary isolation or hospitalization) * Patients with difficulties in understanding the objectives and process of the study and the potential benefits and risks of participating in the study

Design outcomes

Primary

MeasureTime frameDescription
Comparison of total number of recurrent mood episodes between the active and sham groups12 monthsWe aim to evaluate the efficacy of reducing recurrence rate of mood episodes through the CRM mobile application.
Comparison of duration of mood episodes between the active and sham groups12 monthsWe aim to evaluate the efficacy of reducing duration of mood episodes through the CRM mobile application.

Countries

South Korea

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 5, 2026