NCT04536701

Brief Summary

The purpose of this project is to develop a monitoring, modeling, and interactive recommendation solution (for caregivers) for in-home dementia patient care that focuses on caregiver-patient relationships. This includes monitoring for mood and stress and analyzing the significance of monitoring those attributes to dementia patient care and subsequent behavior dynamics between the patient and caregiver. In addition, novel and adaptive behavioral suggestions at the right moments aims at helping improve familial interactions related to caregiving, which over time should ameliorate the stressful effects of the patient's illness and reduce strain on caregivers. The technical solution consists of a core set of statistical learning based techniques for automated generation of specialized modules required by in-home dementia patient care. There are three main technical components in the solution. The first obtains textual content and prosody from voice and uses advanced machine learning techniques to create classification models. This approach not only monitors patients' behavior, but also caregivers', and infers the underlying dynamics of their interactions, such as changes in mood and stress. The second is the automated creation of classifiers and inference modules tailored to the particular patients and dementia conditions (such as different stages of dementia). The third is an adaptive recommendation system that closes the loop of an in-home behavior monitoring system.

Trial Health

87
On Track

Trial Health Score

Automated assessment based on enrollment pace, timeline, and geographic reach

Enrollment
22

participants targeted

Target at below P25 for not_applicable alzheimer-disease

Timeline
Completed

Started Feb 2021

Longer than P75 for not_applicable alzheimer-disease

Geographic Reach
1 country

1 active site

Status
completed

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

First Submitted

Initial submission to the registry

August 19, 2020

Completed
15 days until next milestone

First Posted

Study publicly available on registry

September 3, 2020

Completed
6 months until next milestone

Study Start

First participant enrolled

February 19, 2021

Completed
2.9 years until next milestone

Primary Completion

Last participant's last visit for primary outcome

December 31, 2023

Completed
1 year until next milestone

Study Completion

Last participant's last visit for all outcomes

December 31, 2024

Completed
4 months until next milestone

Results Posted

Study results publicly available

May 6, 2025

Completed
Last Updated

May 6, 2025

Status Verified

April 1, 2025

Enrollment Period

2.9 years

First QC Date

August 19, 2020

Results QC Date

November 14, 2024

Last Update Submit

April 30, 2025

Conditions

Keywords

Alzheimer DiseaseDementiaCaregivingSmart Health Technology

Outcome Measures

Primary Outcomes (6)

  • Depression Anxiety Stress Scale (DASS)

    The DASS is a set of three self-report scales designed to measure the negative emotional states of depression, anxiety and stress in 3 subscales of 14 items each. The scores of each subscale range from 0-42. These subscales are scored by the addition of the total item scores. Total score is obtained by summing all subscores. Total minimum score: 0; Total maximum score: 126; A higher score indicates higher levels of emotional distress, depression, anxiety and stress. Total: Normal - 0-32; Mild - 33-39; Moderate - 40-49; Severe - 50-57; Extremely severe - 58+ Depression: Normal - 0-9; Mild -10-12; Moderate -13-20; Severe - 21-27; Extremely severe - 28-42 Anxiety: Normal - 0-6; Mild - 7-9; Moderate -10-14; Severe -15-19; Extremely severe - 20-42 Stress: Normal - 0-10; Mild - 11-18; Moderate -19-26; Severe - 27-34; Extremely severe - 35-42

    Baseline, 4 months

  • Revised Memory and Behavior Problems Checklist (RMBPC)

    RMBPC 24-item, caregiver-report of observable behavioral problems in dementia patients AND the caregiver's stress reactions to these disturbances. It provides a total score and 3 subscale scores (memory, depression, and disruptive behaviors) and scores for caregiver reactions. Score ranges - Frequency: Total 0-96; Disruptive 0-32; Depressive 0-36; Memory 0-24. Sum items with scores of 0 to 4 on subscales and total. If question score is 9, exclude it from the sum and item count. Sum items for each subscale, compute the mean item score for each subscale by dividing by the number of items included in the sum. Score ranges - Reaction Total 1-96; Disruptive 1-36; Depressive 1-36; Memory 1-24. Include only items with frequency scores of 1 to 4 in the reaction scoring. Compute the mean reaction score by summing reaction scores of these items and then dividing by the number of items included in the sum. A higher score indicates worse outcomes.

    Baseline, 4 months

  • Change in Caregiver Emotional Reactivity

    The 16-item, Difficulties in Emotion Regulation Scale (DERS-16) will be used to measure caregivers' ability to regulate emotions at baseline and end of study. The scale used is the brief version of a theoretically-driven, valid, and reliable self-report tool used to measure difficulties with emotion regulation. The brief version will be more easily administered with the study population and has been shown to be valid and reliable \[41\]. Minimum score: 16; Maximum score: 80. A higher score indicates higher levels of caregiver emotional reactivity.

    Baseline, 4 months

  • Five Facet Mindfulness Questionnaire

    Five Facet Mindfulness Questionnaire 39-item to measure capacity for five different domains of mindfulness practice at baseline and end of study. The five facets include non-reactivity to the inner experience, non-judgment of the inner experience, acting with awareness, observing, and describing internal states. All items are scored with a scale of 1-5. Some items are marked to be reverse scored. All items are scored and summed then divided by the total in each category by the number of items in that category to get an average category score. Each category is summed to calculate the Total then divided by the number of items to get an average item score for each subscale. A higher score indicates higher levels of caregiver capacity for mindfulness practices and better outcomes. Score ranges: Total 1-5; Observing 1-5; Describing 1- 5; Acting with Awareness 1-5; Non-judging 1-5; Nonreactivity 1-5

    Baseline, 4 months

  • Change in Caregiver Strain

    Modified Caregiver Strain Index (MCSI): It is a 13-item self-report measure that examines both subjective and objective elements of caregiver strain. The MCSI showed excellent inter-item and test-retest reliability and was correlated in expected directions with relevant criteria \[32\]. It has excellent reliability and validity, displays adequate clinical sensitivity, has an established cut-off for determining functional/dysfunctional systems, and has been used successfully on a variety of mental health outcomes \[28\]. We will use a practice tracking worksheet to assess how much the caregivers practice the exercises over the course of the study. Minimum score: 0; Maximum score: 26. High scores indicates higher caregiver strain.

    Baseline, 4 months

  • Family Assessment Device (FAD)

    The FAD is a self-report measure that is given as a set of seven subscales measuring a different dimension of family function. Scores for each dimension (problem solving, communication, roles, affective responsiveness, affective involvement, behavior control, and general functioning) are calculated separately as the mean of the items in that subscale. Scored by summing the endorsed responses (1-4) for each subscale (negatively worded statements are reversed) and dividing by the number of items in each scale. A higher score indicates greater levels of family functioning on all subscales Score Ranges: Total 1-4; Problem Solving 1-5; Communication 1-4; Roles 1-4; Affective Responsiveness 1-6; Affective Involvement 1-7; Behavior Control 1-4; General Functioning 1-4

    Baseline, 4 months

Study Arms (1)

Dementia/Caregiver Dyad

EXPERIMENTAL

All dementia/caregiver dyads will have in-home acoustic monitoring to classify mood and will be provided mindfulness-based stress reduction recommendations via a smart phone.

Behavioral: Mood Monitoring and Behavioral Recommendation System

Interventions

The purpose of this project is to develop a monitoring, modeling, and interactive recommendation solution (for caregivers) for in-home dementia patient care that focuses on caregiver-patient relationships. This includes monitoring for mood and stress and analyzing the significance of monitoring those attributes to dementia patient care and subsequent behavior dynamics between the patient and caregiver. In addition, novel and adaptive behavioral suggestions will be provided to family caregivers via text messages on project Smart phones at the right moments aimed to help improve familial interactions related to caregiving, which over time should ameliorate the stressful effects of the patient's illness and reduce strain on caregivers.

Dementia/Caregiver Dyad

Eligibility Criteria

Age21 Years - 99 Years
Sexall
Healthy VolunteersYes
Age GroupsAdult (18-64), Older Adult (65+)

You may qualify if:

  • Females and males
  • Age 60-90 years
  • Physician documentation of dementia: Alzheimer's disease, vascular, mixed or unspecified type
  • Community-dwelling (living in the home)
  • Fluent in English
  • Age 21 years or older
  • Informal, unpaid caregiver who resides with the care recipient
  • Fluent in English
  • Functioning home Wifi
  • Scoring above a 3 on the Revised Memory and Behavior Problems Checklist, a clinical cut-off point used to determine caregiver stress.

You may not qualify if:

  • Presence of acute illness as this could lead to delirium
  • Alcohol abuse or dependence within the past 2 years (DSM-IV criteria)
  • History of significant psychiatric illness (e.g., schizophrenia).

Contact the study team to confirm eligibility.

Sponsors & Collaborators

Study Sites (1)

The Ohio State University

Columbus, Ohio, 43210, United States

Location

Related Publications (2)

  • Ko E, Rose KM, Gordon KC, Kim S, Gao Y, Wang P, Wijayasingha L, Wang H, Stankovic JA, Wright KD. Feasibility and Acceptability of the Smarthealth Intervention for Dementia Caregivers. A Qualitative Analysis of a Single-Group Pilot Study. J Adv Nurs. 2025 Jun 26. doi: 10.1111/jan.70007. Online ahead of print.

  • Rose KM, Coop Gordon K, Schlegel EC, Mccall M, Gao Y, Ma M, Lenger KA, Ko E, Wright KD, Wang H, Stankovic J. Smarthealth technology study protocol to improve relationships between older adults with dementia and family caregivers. J Adv Nurs. 2021 May;77(5):2519-2529. doi: 10.1111/jan.14714. Epub 2021 Feb 11.

MeSH Terms

Conditions

Alzheimer DiseaseDementia

Condition Hierarchy (Ancestors)

Brain DiseasesCentral Nervous System DiseasesNervous System DiseasesTauopathiesNeurodegenerative DiseasesNeurocognitive DisordersMental Disorders

Results Point of Contact

Title
Dr. Karen Rose
Organization
Ohio State University

Study Officials

  • Karen M Rose, PhD

    Ohio State University

    PRINCIPAL INVESTIGATOR

Publication Agreements

PI is Sponsor Employee
No
Restriction Type
GT60
Restrictive Agreement
Yes

Study Design

Study Type
interventional
Phase
not applicable
Allocation
NA
Masking
NONE
Purpose
OTHER
Intervention Model
SINGLE GROUP
Model Details: Longitudinal descriptive
Sponsor Type
OTHER
Responsible Party
PRINCIPAL INVESTIGATOR
PI Title
Professor

Study Record Dates

First Submitted

August 19, 2020

First Posted

September 3, 2020

Study Start

February 19, 2021

Primary Completion

December 31, 2023

Study Completion

December 31, 2024

Last Updated

May 6, 2025

Results First Posted

May 6, 2025

Record last verified: 2025-04

Data Sharing

IPD Sharing
Will not share

Locations