Data collection and machine learning model development for depressive episode detection and severity assessment using wristband-type wearable device

Kikuchi Toshiaki0 sites360 target enrollmentDecember 12, 2021

ConditionsAs described in the inclusion criteria depressive disorders, bipolar and related disorders, anxiety disorders, obsessive-compulsive and related disorders, trauma- and stressor-related disorders, dissociative disorders, somatic symptom and related disorders D003866, D000068105, D001008, D009771, D000068099, D004213, D000071896

Overview

Phase: 未知
Intervention: Not specified
Conditions: As described in the inclusion criteria
Sponsor: Kikuchi Toshiaki
Enrollment: 360
Status: Recruiting
Last Updated: 2 years ago

Overview Investigators Eligibility Criteria Outcomes Similar Trials

Overview

Brief Summary

No summary available.

Registry

who.int

Start Date

December 12, 2021

End Date

TBD

Last Updated

2 years ago

Study Type

Observational

Sex

All

Investigators

Sponsor

Kikuchi Toshiaki

Eligibility Criteria

Inclusion Criteria

•In the case of patients
•1\) Patients clinically diagnosed as one of the following groups according to DSM\-5 criteria: depressive disorders, bipolar and related disorders, anxiety disorders, obsessive\-compulsive and related disorders, trauma\- and stressor\-related disorders, dissociative disorders, somatic symptom and related disorders, and have depressive symptoms, and are on outpatient or inpatient status at Keio University Hospital or research collaborating institutions.
•Or, patients with clinically undiagnosed but depressive symptoms who are suspected to have depression (including depression in bipolar disorder) and who are outpatients or inpatients at Keio University Hospital or collaborating institutions.
•2\) Patients who are 18 years of age or older at the time of obtaining consent.
•3\) Patients for whom the attending physician judges that written consent can be obtained, or who can obtain consent from a substitute if the attending physician judges that it is difficult to obtain consent from the patient.
•4\) A person who owns and uses a smart phone (iOS 11\.0 or later or Android version 5\.0 or later)
•In the case of a healthy person
•1\) A healthy person with no history of psychiatric illness who has volunteered to cooperate in the study (after obtaining consent, the M.I.N.I. will be used to confirm that the person does not have a psychiatric illness)
•2\) Age 18 years or older at the time of obtaining consent
•3\) Own and use a smart phone (iOS 11\.0 or later or Android version 5\.0 or later)

Exclusion Criteria

•In the case of patients
•1\) Patients who are judged by the attending physician to be mentally or physically overloaded by the measurements taken in this study, which may affect their medical conditions.
•2\) Patients suffering from comorbidities such as paralysis of the upper limbs that may affect the measurement results of the wristband wearable device.
•3\) Other patients deemed inappropriate by the principal investigator or sub\-investigator.
•In the case of healthy person
•1\) Persons suffering from comorbidities that may affect the measurement results of the wristband wearable device, such as paralysis of the upper limbs.
•2\) Others who are judged to be inappropriate by the principal investigator or sub\-investigator