Longitudinal Well-Being Study

April 3, 2026 updated by: Flourish Science, Inc.

The goal of this clinical trial is to evaluate the effectiveness of the Flourish app-a digital toolkit providing science-based well-being practices-in enhancing mental health among students. The main questions it aims to answer are:

  • Does regular use of the Flourish app improve well-being, emotional resilience, and stress management?
  • Is more frequent use of the Flourish app associated with greater improvements in these outcomes?

Researchers will compare outcomes between participants using the Flourish app and a control group receiving care-as-usual to assess the app's impact.

Participants will:

  • Complete an initial 15-minute survey to establish baseline mental health
  • Those in the Flourish app condition will use the app at least twice weekly, while those in the control condition will receive weekly mental health resources and reflect on their application
  • Complete biweekly follow-up surveys over six weeks

Study Overview

Status

Completed

Conditions

Study Type

Interventional

Enrollment (Actual)

1137

Phase

  • Not Applicable

Contacts and Locations

This section provides the contact details for those conducting the study, and information on where this study is being conducted.

Study Locations

    • Manitoba
      • Winnipeg, Manitoba, Canada, R3T 2N2
        • University of Manitoba

Participation Criteria

Researchers look for people who fit a certain description, called eligibility criteria. Some examples of these criteria are a person's general health condition or prior treatments.

Eligibility Criteria

Ages Eligible for Study

  • Adult
  • Older Adult

Accepts Healthy Volunteers

Yes

Description

Inclusion Criteria:

  • Currently a student

Study Plan

This section provides details of the study plan, including how the study is designed and what the study is measuring.

How is the study designed?

Design Details

  • Primary Purpose: Prevention
  • Allocation: Randomized
  • Interventional Model: Parallel Assignment
  • Masking: Single

Arms and Interventions

Participant Group / Arm
Intervention / Treatment
Experimental: Flourish app condition
Participants in this condition will gain access to the Flourish app and be instructed to use it at least twice a week for 6 weeks.
Access to the Flourish app and instruction to use at least twice a week for 6 weeks.
Other Names:
  • Flourish app
Other: Control Condition
Participants in the control condition will not receive the Flourish intervention during the 6-week study period and will retain access to their usual mental health resources.
Participants in the control condition did not receive the Flourish intervention during the 6-week study period. Instead, they retained access to any mental health resources and support ordinarily available to them.

What is the study measuring?

Primary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Flourishing Scale
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up
The Flourishing Scale (Diener et al., 2009) is an 8-item measure of psychological well-being. Respondents rate items from 1 ("Strongly disagree") to 7 ("Strongly agree"), yielding a total score range from 8 to 56. Higher scores indicate greater well-being and flourishing.
Baseline, 6 weeks post-baseline, and 3-month follow-up
Depression (PHQ-8)
Time Frame: Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
The PHQ-8 is an 8-item measure assessing depression severity over the past two weeks. Each item scores from 0 ("not at all") to 3 ("nearly every day"), with total scores from 0 to 24. Higher scores indicate greater depression severity.
Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
Anxiety (GAD-7)
Time Frame: Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
The GAD-7 (Generalized Anxiety Disorder-7) is a 7-item measure assessing anxiety severity. Each item is rated from 0 ("not at all") to 3 ("nearly every day"), with total scores ranging from 0 to 21. Higher scores indicate greater anxiety severity.
Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
Perceived Stress (PSS-4)
Time Frame: Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
The PSS-4 (Perceived Stress Scale-4) is a 4-item measure of perceived stress, rated from 0 ("never") to 4 ("very often"). Scores range from 0 to 16, with higher scores indicating greater stress.
Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
Subcomponents of Affect Scale
Time Frame: Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
The Subcomponents of Affect Scale (SAS) is an 18-item measure of affect, divided into nine positive and nine negative adjectives. Positive subscales include calm, well-being, and vigor, while negative subscales include depression, anxiety, and anger. Participants rate each adjective from 0 (not at all accurate) to 4 (extremely accurate) based on their feelings over the past two weeks. Total scores for positive and negative affect are summed from their subscales.
Baseline, bi-weekly for 6 weeks (3 time points), and 3-month follow-up
Resilience
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up
The Brief Resilience Scale (BRS; Smith et al., 2008) is a 6-item measure of stress recovery, rated from 1 (strongly disagree) to 5 (strongly agree). Higher scores indicate a stronger ability to "bounce back" after setbacks.
Baseline, 6 weeks post-baseline, and 3-month follow-up

Secondary Outcome Measures

Outcome Measure
Measure Description
Time Frame
Loneliness
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up
The UCLA 3-Item Loneliness Scale is a brief measure assessing subjective feelings of loneliness and social isolation. Participants rate each item on a 3-point scale, from 1 (hardly ever) to 3 (often), with higher scores indicating greater loneliness.
Baseline, 6 weeks post-baseline, and 3-month follow-up
Social Fit
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up
The Sense of Social Fit Scale (Walton & Cohen, 2007) measures students' perceived belonging within their school environment. For our purposes, we used a shortened version with two items: "I fit in well at my school" and "Other people understand more than I do about what is going on at my school," rated on a 5-point scale from 1 (strongly disagree) to 5 (strongly agree).
Baseline, 6 weeks post-baseline, and 3-month follow-up
Perceived Cohesion
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up
The Perceived Cohesion Scale (Bollen & Hoyle, 1990) measures a sense of belonging and morale within a community using a Likert scale from 0 (strongly disagree) to 10 (strongly agree). For our purposes, we use a single-item version: "I see myself as part of the campus community."
Baseline, 6 weeks post-baseline, and 3-month follow-up
Expectations and Experiences of Chatbots
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up
This measure, adapted from the Working Alliance Inventory - Short Revised (WAI-SR), assesses participants' expectations and experiences with chatbots. Participants rate anticipated and actual interactions across three areas-Goal, Task, and Bond-on a 5-point scale from 1 (seldom) to 5 (always), with higher scores indicating stronger alignment.
Baseline, 6 weeks post-baseline, and 3-month follow-up
Multi-Dimensional Measure of Trust
Time Frame: 6 weeks post-baseline, and 3-month follow-up
The Multi-Dimensional Measure of Trust (MDMT; Ullman & Malle, 2023) assesses perceived trustworthiness of the Flourish chatbot, Sunnie, through a set of 10 attributes (Form A), rated from 0 (Not at all) to 5 (Very), with a 'Does Not Fit' option. Only participants in the Flourish app condition complete this measure.
6 weeks post-baseline, and 3-month follow-up
Academic Self Efficacy
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up
The Academic Self-Efficacy scale (van Zyl et al., 2022) measures students' confidence in their ability to succeed academically. Participants rate their agreement with statements such as "I generally manage to solve difficult academic problems if I try hard enough" on a 5-point scale, from 1 (strongly disagree) to 5 (strongly agree). Higher scores indicate greater self-belief in tackling academic challenges and achieving study-related goals.
Baseline, 6 weeks post-baseline, and 3-month follow-up
School Perceptions
Time Frame: Baseline, 6 weeks post-baseline, and 3-month follow-up

School perceptions are measured using two single-item measures from the Healthy Minds Survey, along with an adapted Inclusion of Other in the Self (IOS) scale to capture closeness to the university.

The first item rates agreement with the statement, "At my school, students' mental and emotional well-being is a priority," on a scale from 1 (strongly agree) to 6 (strongly disagree).

The second item rates satisfaction with the overall school experience from 1 (very dissatisfied) to 6 (very satisfied).

For university closeness, participants select one image from a series of overlapping circles that best represents their relationship with the university, with greater overlap indicating a stronger connection.

Baseline, 6 weeks post-baseline, and 3-month follow-up

Collaborators and Investigators

This is where you will find people and organizations involved with this study.

Study record dates

These dates track the progress of study record and summary results submissions to ClinicalTrials.gov. Study records and reported results are reviewed by the National Library of Medicine (NLM) to make sure they meet specific quality control standards before being posted on the public website.

Study Major Dates

Study Start (Actual)

May 5, 2025

Primary Completion (Actual)

November 28, 2025

Study Completion (Actual)

November 28, 2025

Study Registration Dates

First Submitted

October 29, 2024

First Submitted That Met QC Criteria

October 30, 2024

First Posted (Actual)

October 31, 2024

Study Record Updates

Last Update Posted (Actual)

April 8, 2026

Last Update Submitted That Met QC Criteria

April 3, 2026

Last Verified

March 1, 2026

More Information

Terms related to this study

Additional Relevant MeSH Terms

Other Study ID Numbers

  • Flourish2025-Manitoba

Plan for Individual participant data (IPD)

Plan to Share Individual Participant Data (IPD)?

YES

IPD Plan Description

We will share de-identified participant data on OSF from each study timepoint across both conditions, including all data used in our analyses.

IPD Sharing Time Frame

Beginning upon submission for publication with no end date.

IPD Sharing Supporting Information Type

  • STUDY_PROTOCOL
  • ICF
  • ANALYTIC_CODE

Drug and device information, study documents

Studies a U.S. FDA-regulated drug product

No

Studies a U.S. FDA-regulated device product

No

product manufactured in and exported from the U.S.

No

This information was retrieved directly from the website clinicaltrials.gov without any changes. If you have any requests to change, remove or update your study details, please contact register@clinicaltrials.gov. As soon as a change is implemented on clinicaltrials.gov, this will be updated automatically on our website as well.

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