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Massive Individualized N-of-1 Experiments (MINEs)

Massive Individualized N-of-1 Experiments Using HackYourHealth: A New Paradigm for Promoting Health and Well-Being

Status
Completed
Phases
NA
Study type
Interventional
Source
ClinicalTrials.gov
Registry ID
NCT03695263
Acronym
MINEs
Enrollment
483
Registered
2018-10-04
Start date
2019-04-15
Completion date
2019-12-30
Last updated
2020-01-10

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

Conditions

Cognition, Happiness, Stress, Psychological

Brief summary

The project will enroll up to 10,000 adult volunteers in individualized experiments (N-of-1 trials) designed to assess the individual-level effects of any of five interventions on three outcomes. The five interventions are: gratitude journaling, mindfulness meditation, random acts of kindness, physical activity, and laughter therapy. The three outcomes are stress, cognitive focus, and happiness. Each participant will engage in the selected activity in 3 day intervals, separated at random by 3 day intervals of usual activity, for a total of six 3-day periods (18 days).

Detailed description

N-of-1 trials (single patient crossover experiments) are a uniquely powerful technique for estimating treatment effects in the individual. N-of-1 trials have been offered to hundreds or perhaps thousands of patients worldwide, but never at scale. HackYourHealth is a tool that supports the conduct of simple N-of-1 self-experiments to test if healthy activities that work in general (i.e., mindfulness meditation, physical activity, gratitude journaling, random acts of kindness, and laughter therapy), improve psychological well-being (stress, focus, happiness) in specific individuals. The tool supplies the experimental design, facilitates data analysis, and channels feedback to participants. The tool is flexible enough to support Massive Individualized N-of-1 Experiments (MINEs) at scale. Working with WNYC Radio in New York City, we will recruit and run 18-day N-of-1 trials up to 10,000 individuals. The purpose of this study is to conduct a formative evaluation of HackYourHealth in terms of its perceived usefulness and to explore heterogeneity in intervention response across the sample. We anticipate that the results will: 1) identify useful behavioral interventions for individual participants; 2) help to estimate generalizable treatment effects for the interventions of interest; 3) assess heterogeneity of treatment effects across subgroups; and 4) elucidate the user experience with N-of-1 trials. When complete, the study will support additional proposals designed to assess the utility of MINEs as applied to additional conditions and treatments.

Interventions

BEHAVIORALChoice of one of five behavioral interventions

All participants will choose one of the five intervention options.

Sponsors

University of California, San Francisco
CollaboratorOTHER
University of California, San Diego
CollaboratorOTHER
Brown University
CollaboratorOTHER
University of California, Davis
Lead SponsorOTHER

Study design

Intervention model
SEQUENTIAL
Primary purpose
TREATMENT
Masking
NONE

Masking description

The analysis will proceed automatically without knowledge of which 3-day treatment periods were associated with one of the five interventions and which were associated with the subject's usual activities.

Intervention model description

Each participant will enroll in a personalized (N-of-1) crossover trial.

Eligibility

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

Inclusion criteria

* Age 18 or over * Living anywhere in the United States * Using a smartphone * Having regular access to internet on their phone * Able to read and write in English

Exclusion criteria

There are no

Design outcomes

Primary

MeasureTime frameDescription
Stress18 daysHow stressed are you feeling today? (single item Likert scale).Stress will be measured using a single Likert-type question that ranges from 0-10, For stress 0 (not at all) represents a better outcome and 10 (as much as possible) represents a worse outcome.
Focus18 daysHow focused are you feeling today? (single item Likert scale).Focus will be measured using a single Likert-type question that ranges from 0-10. For focus 0 (not at all) represents a worse outcome and 10 (as much as possible) represents a better outcome.
Happiness18 daysHow happy are you feeling today? (single item Likert scale).Happiness will be measured using a single Likert-type question that ranges from 0-10. For happiness 0 (not at all) represents a worse outcome and 10 (as much as possible) represents a better outcome.

Secondary

MeasureTime frameDescription
User burdenWithin 1 to 28 days of N-of-1 trial completionUser Burden Scale (UBS) - The UBS is a 20-item scale, with 6 individual sub-scales, that assesses the burden placed on users by computing systems. The 6 burden-related constructs evaluated through the sub-scales are: (1) difficulty of use (2) physical (3) time and social (4) mental and emotional (5) privacy (6) financial The UBS uses two 5-point scales ranging from 0-4 (Never - All of the time; Not at all - Extremely). Total score is a sum of responses to all questions in the scale. A higher score indicates a higher level of user burden. The maximum score is 80 and minimum is 0. User burden can be explored by sub-scales to explore which construct is contributing most to user burden. In such a case, scores for each sub-scale are computed by calculating the mean for items within each sub-scale.

Countries

United States

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026