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Developing and Testing a Machine Learning Enabled Mindfulness Intervention for Reducing Loneliness Among Hong Kong Chinese Older Adults

Developing and Testing a Machine Learning Enabled Mindfulness Intervention for Reducing Loneliness Among Hong Kong Chinese Older Adults: A Hybrid Experimental Design Study

Status
Active, not recruiting
Phases
Unknown
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT07308613
Enrollment
250
Registered
2025-12-29
Start date
2026-06-01
Completion date
2027-12-31
Last updated
2026-09-14

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

Conditions

Loneliness

Keywords

Loneliness, Older Adults, Mindfulness, hybrid SMART-MRT

Brief summary

Develop and test an effective machine learning enabled application-based (app-based) mindfulness intervention for reducing loneliness of Hong Kong Chinese older adults.

Detailed description

This study will utilize a hybrid Sequential Multiple Assignment Randomized Trial-Micro Randomized Trial (Hybrid SMART-MRT) to: 1) evaluate the effectiveness of a single-session intervention (SSI) of mindfulness on reducing loneliness; 2) identify the optimal first-line coaching approach after the SSI of mindfulness; 3) examine whether increasing the intensity of human coaching or adding a telephone-based human-delivered booster session will benefit participants who do not respond to the first-line coaching; 4) determine whether sending push notifications increases the engagement of our app-based coaching, by comparing its results with those of no push notification; 5) determine whether sending a recommended activity increases the engagement of our app-based coaching, by comparing its results with those of no recommended activity; and 6) determine whether sending a personalized motivational message increases the engagement of our app-based coaching, by comparing its results with those of a standard motivational message.

Interventions

BEHAVIORALMindfulness - Continue

Second-line of coaching (4 weeks): Continue with existing intervention plan

BEHAVIORALMindfulness - Enhance human coaching

Second-line of coaching (4 weeks): Increase intensity of human coaching

BEHAVIORALMindfulness - Booster

Second-line of coaching (4 weeks): Add a booster session

BEHAVIORALActive Control

No rerandomization, no mindfulness, No MRT

Sponsors

Education University of Hong Kong
Lead SponsorOTHER
University of Texas at Austin
CollaboratorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
FACTORIAL
Primary purpose
PREVENTION
Masking
DOUBLE (Subject, Outcomes Assessor)

Intervention model description

A hybrid factorial-SMART-MRT experimental design with a 2x2+1 factorial design (with five arms) randomized clinical trial, a two-stage SMART, and three MRTs will be utilized.

Eligibility

Sex/Gender
ALL
Age
65 Years to No maximum
Healthy volunteers
Yes

Inclusion criteria

* Aged 65 or older * Possess a smartphone with an Android or iOS operating system * Communicable in Cantonese * Lonely (cut-off \>/=6 on the three-item UCLA Loneliness Scale)

Exclusion criteria

* Cognitive impairment, psychiatric disorder, learning disability * Active suicide ideation * Engaged in psychotherapy and psychosocial interventions in the past year

Design outcomes

Primary

MeasureTime frameDescription
LonelinessBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)UCLA Loneliness Scale; each item will be rated from 1=Never to 4=Always. Total scores range from 20 to 80

Secondary

MeasureTime frameDescription
LonelinessBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)De Jong Gierveld Loneliness Scale; each item will be rated from 1=Yes to 3=No. Total scores range from 0 to 6, with subscale score ranging from 0 to 3.
StressBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)Perceived Stress Scale; each item will be rated from 0=Never to 4=Very often. Total scores range from 0 to 56.
Sleep QualityBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)Pittsburgh Sleep Quality Index; each item will be rated from 0=No difficulty to 3=Severe difficulty. Total scores range from 0 to 21.
DepressionBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)Patient Health Questionnaire-9; Each item will be rated from 0=Not at all to 3=nearly everyday. Total scores range from 0 to 27
AnxietyBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)Generalised Anxiety Disorder; each item will be rated from 0=not at all to 3=nearly every day. Total score range from 0 to 21.
Physical HealthBaseline (T0), 6 months after 2nd-line of coaching (T4)Lawton Instrumental Activities of Daily Living; each item will be rated 0=dependent to 1=independent. Total scores range from 0 to 8.
Physical SymptomsBaseline (T0), 6 months after 2nd-line of coaching (T4)Wahler Physical Symptoms Inventory; each item will be rated from 0=almost never agree to 5=agree almost every day. Total score range from 0 to 210.
Chronic IllnessBaseline (T0), 6 months after 2nd-line of coaching (T4)Participants will indicate any presence of chronic illness (e.g., diabetes, asthma, high blood pressure).
Multidimensional Scale of Perceived Social SupportBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)MSPSS evaluates the social support derived from three key sources: family, friends, and significant others. Each item will be rated from 1=Strongly disagree to 7=Strongly agree. Total scores range from 12 to 84.
Lubben Social Network ScaleBaseline (T0), within 1 week after 1st-line of coaching (T1), within 1 week after 2nd-line of coaching (T2), 3 months after 2nd-line of coaching (T3), 6 months after 2nd-line of coaching (T4)LSNS is used to assess the social networks of participants. Each item will be rated 0=None to 5=9 or more. Total scores range from 0 to 30.

Countries

Hong Kong

Contacts

PRINCIPAL_INVESTIGATORKee Lee Chou, PhD

The Education University of Hong Kong

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Sep 15, 2026