Generative AI-Based Health Education for Older Adults With Sarcopenic Obesity
An Exploration of Health-Promoting Effects of Personalized AI-Generated Multimedia Health Education in Community-Dwelling Older Adults With Sarcopenic Obesity
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Hsin-Yen Yen, PhD
- Phone Number: 27749 886-2-2736-1661
- Email: kenji@tmu.edu.tw
Study Locations
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Taipei, Taiwan, 110
- Taipei Medical University
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Contact:
- Hsin-Yen Yen, PhD
- Phone Number: 27749 886-2-2736-166
- Email: kenji@tmu.edu.tw
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Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Adult
- Older Adult
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- . Age: 60 years or older
- . Smartphone ownership with internet connectivity
- . Appendicular fat-free mass (AFFM) calculated by the equation: AFFM = 14.529 + (17.989 * height)+ (0.1307 * fat mass). The cut-off value corresponds to a residual ≤ 3.4 in the equation
- . Ability to read, listen, and understand health education materials with normal cognitive function (MMSE score ≥ 25) and normal sensory function.
Exclusion Criteria:
- . Functional dependency
- . Current residence in long-term care facilities or hospitals
- . Presence of serious diagnosed diseases, disabilities, or mental health issues requiring medical treatment that might influence the study process.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Prevention
- Allocation: Randomized
- Interventional Model: Parallel Assignment
- Masking: None (Open Label)
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
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No Intervention: No Intervention
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Active Comparator: Generative Artificial Intelligence (AI)-based text materials
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Participants receive a text message regarding the health education topic.
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Experimental: Generative AI-based video materials
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Participants receive a video message , accompanied by AI-generated background music at the beginning and end.
Male avatars are used for PA and SO education, and female avatars are used for HD education.
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Experimental: Generative AI-based images materials
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Participants receive one Gen-AI-generated image concerning the health education topic, formatted as a health poster.
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Experimental: Generative AI-based voice materials
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Participants receive a podcast-style voice message regarding the health education topic.
The recording incorporates AI-generated background voice.
Male voices are utilized for physical activity (PA) education, while female voices are used for healthy diet (HD) and sarcopenic obesity (SO) education.
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No Intervention: Comparator Group
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Experimental: Non-Personalized Gen-AI MHE
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Participants receive non-personalized multimodal health education generated by generative AI.
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Experimental: Personalized Gen-AI MHE
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Participants receive personalized multimodal health education tailored through generative AI.
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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The Chinese version of the Physical Activity Scale for the Elderly
Time Frame: Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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This questionnaire consists of 12 items assessing physical activity (PA) over the past 7 days, including leisure-time, household, and occupational activities.
Total, light-, moderate-, and vigorous-intensity PA can be calculated in metabolic equivalents of task-minutes per week (MET-min/week).
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Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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General Dietary Behavior Inventory
Time Frame: Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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A total of 16 items measure participants' healthy behaviors using a 5-point bipolar scale.The score of each item is summed up to a total score, with a higher score representing healthier dietary behavior.
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Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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The skeletal muscle index (SMI)
Time Frame: Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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A body composition analyzer using bioelectrical impedance analysis technology is conducted.
A higher score (kg/m2) of the skeletal muscle index (SMI) indicates greater muscle mass for sarcopenic indicators.
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Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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Muscle Strength
Time Frame: Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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Muscle strength is assessed using a handheld grip device (SANKA, Japan).
Participants are asked to stand, allow the wrist and arm of the dominant hand to hang straight down, and maintain maximum strength for more than 3 seconds.
This measurement is repeated three times, and the maximum value (kg) is used as the muscle strength.
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Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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The Health-Promoting Lifestyle Profile II
Time Frame: Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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The Health-Promoting Lifestyle Profile II consists of 29 items measuring participants' engagement in healthy lifestyles.
A 4-point Likert scale is used (1 never, 2 sometimes, 3 frequently, and 4 regularly).
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Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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World Health Organization (WHO)- Quality of Life Scale
Time Frame: Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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A shorter version with 28 questions.
The scale evaluates various aspects of life, including physical health, psychological state, social relationships, and environmental factors, scored between 1 and 5.
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Baseline, midpoint (the 6th week), and post-intervention (the 13rd week)
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Collaborators and Investigators
Sponsor
Sponsor
Study record dates
Study Major Dates
Study Start (Estimated)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Other Study ID Numbers
Other Study ID Numbers
- N202404120
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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