- ICH GCP
- US Clinical Trials Registry
- Klinisk utprøving NCT07691411
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
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
Studieoversikt
Status
Forhold
Intervensjon / Behandling
Studietype
Registrering (Antatt)
Fase
- Ikke aktuelt
Kontakter og plasseringer
Studiekontakt
- Navn: Arkers KC Prof. Wong, PhD
- Telefonnummer: +852 34003805
- E-post: arkers.wong@polyu.edu.hk
Studer Kontakt Backup
- Navn: Nuo Dr. Shi, DHSc
- Telefonnummer: +852 34008172
- E-post: nuo-catherine.shi@polyu.edu.hk
Studiesteder
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Hong Kong
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Hong Kong, Hong Kong, Hong Kong, 999077
- Rekruttering
- Queen Elizabeth Hospital
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Ta kontakt med:
- Vivian WY Ms. Kwok
- Telefonnummer: +852 34003805
- E-post: arkers.wong@polyu.edu.hk
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-
Deltakelseskriterier
Kvalifikasjonskriterier
Alder som er kvalifisert for studier
- Voksen
- Eldre voksen
Tar imot friske frivillige
Beskrivelse
Inclusion Criteria:
- 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.
Exclusion Criteria:
- 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).
Studieplan
Hvordan er studiet utformet?
Designdetaljer
- Primært formål: Helsetjenesteforskning
- Tildeling: N/A
- Intervensjonsmodell: Enkeltgruppeoppdrag
- Masking: Ingen (Open Label)
Våpen og intervensjoner
Deltakergruppe / Arm |
Intervensjon / Behandling |
|---|---|
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Eksperimentell: Ecological Momentary Assessment based Self-management Program
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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.
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Hva måler studien?
Primære resultatmål
Resultatmål |
Tiltaksbeskrivelse |
Tidsramme |
|---|---|---|
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Feasibility of the study: acceptance
Tidsramme: Immediately after the intervention (T2).
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The acceptance of participants to the program will be measured by recruitment rate, attrition rate, and retention rate.
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Immediately after the intervention (T2).
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Feasibility of the study: adherence
Tidsramme: Immediately after the intervention (T2).
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The adherence of the participants will be evaluated by using the percentage of completed EMA assessments and the frequency of app usage.
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Immediately after the intervention (T2).
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Feasibility of the study: experience of the participants in using the app
Tidsramme: Immediately after the intervention (T2).
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Participants' experience will be assessed through individual interviews.
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Immediately after the intervention (T2).
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Sekundære resultatmål
Resultatmål |
Tiltaksbeskrivelse |
Tidsramme |
|---|---|---|
|
Preliminary effectiveness: depression Levels
Tidsramme: Pre-intervention (T1) and immediately after the intervention (T2).
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Beck Depression Inventory (BDI) will be used to assess the depression levels of post-stroke patients.
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Pre-intervention (T1) and immediately after the intervention (T2).
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Preliminary effectiveness: cognitive function
Tidsramme: Pre-intervention (T1) and immediately after the intervention (T2).
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Cognitive function will be screened using Montreal Cognitive Assessment Hong Kong version (HK-MoCA).
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Pre-intervention (T1) and immediately after the intervention (T2).
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Preliminary effectiveness: disability and functioning
Tidsramme: Pre-intervention (T1) and immediately after the intervention (T2).
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The World Health Organization Disability Assessment Schedule (WHODAS 2.0) is a widely used instrument for assessing disability and functioning in individuals.
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Pre-intervention (T1) and immediately after the intervention (T2).
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Samarbeidspartnere og etterforskere
Etterforskere
- Hovedetterforsker: Arkers KC Wong, PhD, The Hong Kong Polytechnic University
Studierekorddatoer
Studer hoveddatoer
Studiestart (Faktiske)
Primær fullføring (Antatt)
Studiet fullført (Antatt)
Datoer for studieregistrering
Først innsendt
Først innsendt som oppfylte QC-kriteriene
Først lagt ut (Faktiske)
Oppdateringer av studieposter
Sist oppdatering lagt ut (Faktiske)
Siste oppdatering sendt inn som oppfylte QC-kriteriene
Sist bekreftet
Mer informasjon
Begreper knyttet til denne studien
Ytterligere relevante MeSH-vilkår
Andre studie-ID-numre
- WZ8L
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