Ignite Creation Date:
2025-12-25 @ 3:24 AM
Ignite Modification Date:
2025-12-26 @ 2:04 AM
Study NCT ID:
NCT05832905
Status:
COMPLETED
Last Update Posted:
2024-03-01
First Post:
2023-03-26
Is NOT Gene Therapy:
False
Has Adverse Events:
False
Brief Title:
Mobile-assisted Case Management for Panic Disorder
Sponsor:
En Chu Kong Hospital
Organization:
Study Overview
Official Title:
Mobile and Wearable-assisted Case Management for Panic Disorder: An Observational Cohort Study Using Machine Learning and Explainable AI
Status:
COMPLETED
Status Verified Date:
2024-02
Last Known Status:
None
Delayed Posting:
No
If Stopped, Why?:
Not Stopped
Has Expanded Access:
False
If Expanded Access, NCT#:
N/A
Has Expanded Access, NCT# Status:
N/A
Acronym:
MCM
Brief Summary:
A panic attack (PA) is an intense form of anxiety accompanied by multiple somatic presentations, leading to frequent emergency department visits and impairing quality of life. A prediction model for PAs could help clinicians and patients monitor, control, and do early intervention for recurrent panic attacks, enabling more personalized treatment for panic disorder. This study aimed to provide a seven-day PA prediction model and determine the relationship between a future PA and various features, including physiological factors, anxiety and depressive factors, and air quality index. We will enroll 200 participants (150 participants join case management with wearables study, 50 participants join TAU group) with PD (DMS-5 and MINI interview). Participants used smartwatches (Garmin vivosmart 4) and mobile applications to collect their sleep, heart rate, activity level, anxiety, and depression scores (BDI, BAI, STAI-S, STAI-T, and PDSS-SR) in their real-life for a duration of one year. We also included air quality indexes from open data. To analyze these data, our team used six machine learning methods: random forests, decision trees, LDA, AdaBoost, XGBoost, and regularized greedy forests, or other deep learning methods.
Detailed Description:
Participants enrollment Through primary psychiatrists' invitations, we will recruit 150 En Chu Kong Hospital psychiatric clinic PD participants and 50 patients from Mackay Memorial Hospital.
Inclusion criteria The inclusion criteria were 1) a primary diagnosis of PD by DSM-5, 2) more than 20 years old, and 3) an essential ability to navigate smartwatches and mobile phone applications. If participants did not fulfill criteria 3), we will invite them as the control group (i.e. TAU)
Exclusion criteria The exclusion criteria were 1) current substance abuse, 2) cardiopulmonary incapacity, 3) incapacity or limited mental capacity, and 4) acute suicidal ideation. This study required sufficient mental capacity on the part of participants to cooperate by wearing smartwatches continuously, properly maintaining the smartwatches, and completing regular, valid online questionnaires. Limited mental capacity implies that the participants have difficulties understanding, remembering, or using the information to make or communicate a decision. Our team evaluated participants' mental capacity during the diagnostic interview (DI), Mini International Neuropsychiatric Interview (MINI), and the informed consent process by certified psychiatrists and nurse practitioners. The information on acute suicidal ideation was from diagnostic interviews and questions from MINI part A and pre-assessment BDI.
Inclusion criteria The inclusion criteria were 1) a primary diagnosis of PD by DSM-5, 2) more than 20 years old, and 3) an essential ability to navigate smartwatches and mobile phone applications. If participants did not fulfill criteria 3), we will invite them as the control group (i.e. TAU)
Exclusion criteria The exclusion criteria were 1) current substance abuse, 2) cardiopulmonary incapacity, 3) incapacity or limited mental capacity, and 4) acute suicidal ideation. This study required sufficient mental capacity on the part of participants to cooperate by wearing smartwatches continuously, properly maintaining the smartwatches, and completing regular, valid online questionnaires. Limited mental capacity implies that the participants have difficulties understanding, remembering, or using the information to make or communicate a decision. Our team evaluated participants' mental capacity during the diagnostic interview (DI), Mini International Neuropsychiatric Interview (MINI), and the informed consent process by certified psychiatrists and nurse practitioners. The information on acute suicidal ideation was from diagnostic interviews and questions from MINI part A and pre-assessment BDI.
Study Oversight
Has Oversight DMC:
False
Is a FDA Regulated Drug?:
False
Is a FDA Regulated Device?:
False
Is an Unapproved Device?:
None
Is a PPSD?:
None
Is a US Export?:
None
Is an FDA AA801 Violation?: