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LLM-Generated Coaching Prompts

Enhancing Physical Activity With LLM-Generated Coaching Prompts: A My Heart Counts Study

Status
Not yet recruiting
Phases
Unknown
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT06880315
Enrollment
50
Registered
2025-03-17
Start date
2027-01-20
Completion date
2027-12-01
Last updated
2026-07-23

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

Conditions

Exercise

Brief summary

This pilot study aims to evaluate whether personalized coaching prompts generated by a large language model (LLM) can effectively increase physical activity levels among participants. The study will involve 50 participants who will receive daily text messages, either personalized by the LLM or generic, over a 14-day period. Participants will share their HealthKit data for analysis. The findings will inform the development of future versions of the My Heart Counts application, enhancing user engagement and health outcomes.

Interventions

BEHAVIORALPre-Generated Personalized LLM Coaching Impact

After the initial 7 days, participants will switch to the other type of prompting for another 7 days. This means that participants who initially received personalized LLM-generated prompts will then receive generic activity prompts, and vice versa. This crossover design allows for each participant to experience both types of interventions, providing a within-subject comparison of the effectiveness of personalized versus generic prompts in increasing physical activity levels.

Sponsors

Stanford University
Lead SponsorOTHER

Study design

Allocation
RANDOMIZED
Intervention model
CROSSOVER
Primary purpose
BASIC_SCIENCE
Masking
NONE

Eligibility

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

Inclusion criteria

* Age: Participants must be 18 years or older. * Health Status: Participants must be healthy enough to engage in physical activity. * Language Proficiency: Participants must be able to read, understand, and consent in English or Spanish (dependent on which is being studied). * Device Ownership: Participants must possess an iPhone and an Apple Watch. * Data Sharing: Participants must be willing to share their HealthKit data via secure upload.

Exclusion criteria

* Age: Participants under the age of 18. * Health Status: Participants who are not healthy enough to engage in physical activity. * Language Proficiency: Participants who cannot read, understand, or consent in English or Spanish. * Device Ownership: Participants who do not have both an iPhone and an Apple Watch. * Data Sharing: Participants unwilling to share their HealthKit data via secure upload.

Design outcomes

Primary

MeasureTime frame
Physical Activity Levels14 days from enrollment

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Jul 24, 2026