An Ecological Momentary Assessment Based Program to Support Self-Management for Post-stroke Patients
Combining Machine Learning and Ecological Momentary Assessment of Depression, Cognitive Function and Daily Activity Behavior to Support Self-Management for Post-stroke Patients: A Feasibility Study
1 other identifier
interventional
50
1 country
1
Brief Summary
The goal of this feasibility study is to test whether a new approach that combines real-time symptom tracking (Ecological Momentary Assessment) with machine learning can help people recovering from a stroke to better manage depression, thinking difficulties, and daily functioning. The main questions it aims to answer are: Is this combined approach practical and acceptable for post-stroke survivors? Does the program improve mood, cognitive function, or functional ability to carry out daily activities? Participants will: Use a smartphone app called RehabCare Companion for a period of time Answer brief daily surveys about their mood, thoughts, and activities for one week Receive personalized self-care suggestions generated by machine learning based on their responses Complete assessments of depression, cognition, and functioning before and after the program Take part in a group interview to share their experiences
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P50-P75 for not_applicable stroke
Started Jan 2026
Shorter than P25 for not_applicable stroke
1 active site
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
Click on a node to explore related trials.
Study Timeline
Key milestones and dates
Study Start
First participant enrolled
January 6, 2026
CompletedFirst Submitted
Initial submission to the registry
June 29, 2026
CompletedFirst Posted
Study publicly available on registry
July 8, 2026
CompletedPrimary Completion
Last participant's last visit for primary outcome
September 30, 2026
ExpectedStudy Completion
Last participant's last visit for all outcomes
November 30, 2026
July 8, 2026
June 1, 2026
9 months
June 29, 2026
July 2, 2026
Conditions
Keywords
Outcome Measures
Primary Outcomes (3)
Feasibility of the study: acceptance
The acceptance of participants to the program will be measured by recruitment rate, attrition rate, and retention rate.
Immediately after the intervention (T2).
Feasibility of the study: adherence
The adherence of the participants will be evaluated by using the percentage of completed EMA assessments and the frequency of app usage.
Immediately after the intervention (T2).
Feasibility of the study: experience of the participants in using the app
Participants' experience will be assessed through individual interviews.
Immediately after the intervention (T2).
Secondary Outcomes (3)
Preliminary effectiveness: depression Levels
Pre-intervention (T1) and immediately after the intervention (T2).
Preliminary effectiveness: cognitive function
Pre-intervention (T1) and immediately after the intervention (T2).
Preliminary effectiveness: disability and functioning
Pre-intervention (T1) and immediately after the intervention (T2).
Study Arms (1)
Ecological Momentary Assessment based Self-management Program
EXPERIMENTALEcological Momentary Assessment based Self-management Program
Interventions
The research team collects participants' EMA data (ie., depression, cognitive function, daily activity, and contextual data) from participants for 7-day and analyze the data by machine learning in the first phase, while provide real-time, individualized, self-care messages to the participants via a personalized self-care AI app in the second phase.
Eligibility Criteria
You may qualify if:
- adults aged 18 years or older
- having a confirmed diagnosis of stroke
- having sufficient proficiency in Cantonese to understand and respond to the assessments and prompts
- having a Hong Kong version of the Montreal Cognitive Assessment (HK-MoCA) score of 18 or higher
- having a smartphone.
You may not qualify if:
- they have moderate to severe cognitive impairment (a HK-MoCA score of 17 or lower)
- they have active psychiatric disorders other than depression (e.g., schizophrenia, bipolar disorder)
- they have a terminal illness or prognosis that suggests a limited life expectancy
- they have conditions that compromise their self-care ability (i.e., bedbound).
Contact the study team to confirm eligibility.
Sponsors & Collaborators
Study Sites (1)
Queen Elizabeth Hospital
Hong Kong, Hong Kong, 999077, Hong Kong
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Study Officials
- PRINCIPAL INVESTIGATOR
Arkers KC Wong, PhD
The Hong Kong Polytechnic University
Central Study Contacts
Study Design
- Study Type
- interventional
- Phase
- not applicable
- Allocation
- NA
- Masking
- NONE
- Purpose
- HEALTH SERVICES RESEARCH
- Intervention Model
- SINGLE GROUP
- Sponsor Type
- OTHER
- Responsible Party
- PRINCIPAL INVESTIGATOR
- PI Title
- Associate Professor
Study Record Dates
First Submitted
June 29, 2026
First Posted
July 8, 2026
Study Start
January 6, 2026
Primary Completion (Estimated)
September 30, 2026
Study Completion (Estimated)
November 30, 2026
Last Updated
July 8, 2026
Record last verified: 2026-06
Data Sharing
- IPD Sharing
- Will not share