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| ID | Type | Description | Link |
|---|---|---|---|
| R34HL163245 | U.S. NIH Grant/Contract | View source |
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| Name | Class |
|---|---|
| National Heart, Lung, and Blood Institute (NHLBI) | NIH |
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This study will investigate the feasibility and effects of a smartphone-based mindfulness training program vs. usual care in a sample of stressed midlife and older adults at risk for cardiovascular disease. 105 participants will be randomly assigned to complete a four-week mindfulness training intervention, which involves 28 audio-guided lessons and practice prompts delivered 3x daily, or to continue with their regular routines. Data will be collected at baseline, post-intervention, and three-month follow-up. The study will involve seven laboratory visits, which will include assessments and training on daily life monitoring and intervention procedures. Data assessing subjective and physiological stress reactivity in daily life will be collected for 3 days at pre-intervention, post-intervention, and 3-month follow-up. Passive sensor data will be continuously collected from participants' smartphones and wearable devices to develop models that predict daily life stress. Data will be used to evaluate feasibility of the intervention and assessments in a sample at risk for cardiovascular disease and to test effects of mindfulness training on subjective and physiological stress reactivity.
This study is aimed at assessing the feasibility and effects of a smartphone-based mindfulness training program vs. usual care. The objective is to determine the program's effectiveness in reducing stress levels and cardiovascular responses to stress in the daily lives of participants, with a specific focus on individuals at risk of cardiovascular disease. Participants will be aged 45 or above and have risk factors for cardiovascular disease.
Participants will be randomly assigned to either receive a smartphone-based mindfulness training program or continue their regular daily routines. The study consists of seven laboratory visits that include assessments and training for completing at-home study activities and using monitoring devices. These devices will track activity levels, heart rate, and various stress indicators during the study at three separate weeklong periods.
A mobile blood pressure device will take hourly blood pressure readings during three monitoring days at pre-intervention, post-intervention, and three-month follow-up. On these days, participants will complete brief surveys on their smartphones at each reading and at the beginning and end of each day about their mood, behaviors, and social interactions. Participants will also wear Fitbit activity monitors and a sensor application will be installed on participants' smartphones to continuously collect data on movement, heart rate, location, screen status, and other parameters. Together, this data will be used to gain insights into daily stress indicators.
Participants assigned to the mindfulness training group will engage in daily 20-minute audio recordings and practice assignments at home over a one-month period. They will also be asked to answer questions about their daily stressors and the effectiveness of the training program, both at the beginning and end of each day. The study team will periodically contact them by phone to address any questions or concerns during this month. Participants assigned to the usual care control group will receive resources for stress management but will not participate in a structured intervention or be required to respond to specific questions over the one-month period.
After the intervention period, all participants will complete a second week of daily life monitoring, and a third week of monitoring three months later. They will also complete a laboratory cardiovascular reactivity task at pre-intervention and post-intervention.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Mindfulness Training | Experimental | Mindfulness intervention involving 28 audio-guided lessons plus daily brief practice prompts. Lessons train meditation techniques for 3 mindfulness skills: concentration, sensory clarity, and equanimity. Practice prompts delivered 3x daily build on the skills trained in each lesson. |
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| Enhanced Usual Care (EUC) | Active Comparator | Participants in the EUC condition will have no study requirements during the 4-week intervention period, but they will receive a list of stress management resources upon randomization (websites, books, health tracking apps, and mental health services) with no additional intervention support. |
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| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Mindfulness Training | Behavioral | The mindfulness intervention includes 28 daily 20-minute audio lessons plus brief daily practice prompts. The first 14 lessons train techniques for developing foundational mindfulness skills through didactics and guided practice; the second 14 lessons review these techniques through guided practice. Based on the Unified Mindfulness system, lessons train 3 mindfulness skills: concentration, sensory clarity, and equanimity. Concentration, a state of stable attention, enables participants to monitor present-moment physical and emotional body experiences. Sensory clarity, the monitoring of momentary experiences, involves detecting subtle sensations and discriminating between different experiences. Equanimity, an attitude of acceptance toward momentary experiences, is trained through 3 strategies: (a) body relaxation, (b) mental welcoming, and (c) a gentle tone of voice. Practice prompts delivered 3 times daily encourage participants to practice brief moments of mindful awareness. |
| Measure | Description | Time Frame |
|---|---|---|
| Change in Task Strain from pre-intervention to post-intervention | Task strain assessed as the proportion of hourly observations during each ambulatory monitoring period that are assigned ratings above the sample median on a 3-item Task Demand scale and below the sample median on a 2-item Decision Latitude scale, with higher scores indicating higher task strain | Change in Task Strain assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Task Strain from pre-intervention to 3-month follow-up | Task strain assessed as the proportion of hourly observations during each ambulatory monitoring period that are assigned ratings above the sample median on a 3-item Task Demand scale and below the sample median on a 2-item Decision Latitude scale, with higher scores indicating higher task strain | Change in Task Strain assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change In Systolic Blood Pressure Response to Momentary Psychosocial Stress from pre-intervention to post-intervention | Ambulatory systolic blood pressure response in relation to hourly measures of momentary strain (high task demand and low decision latitude) | Change in Systolic Blood Pressure Response to Momentary Psychosocial Stress assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change In Systolic Blood Pressure Response to Momentary Psychosocial Stress from pre-intervention to 3-month follow-up | Ambulatory systolic blood pressure response in relation to hourly measures of momentary strain (high task demand and low decision latitude) | Change in Systolic Blood Pressure Response to Momentary Psychosocial Stress assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change in Social Conflict from pre-intervention to post-intervention |
| Measure | Description | Time Frame |
|---|---|---|
| Change in Clinic Blood Pressure from pre-intervention to post-intervention | Average of clinic blood pressure (systolic and diastolic) readings at two assessments for each time point (pre-intervention, post-intervention) | Change in clinic blood pressure assessed with 2 pre-intervention assessments and 2 post-intervention assessments (average of 6 weeks) |
| Measure | Description | Time Frame |
|---|---|---|
| Change in Momentary Perceived Stress | Average of state perceived stress assessed hourly using 2-items adapted from the Perceived Stress Scale, with scores ranging from 0-10 and higher scores indicating greater stress, and 1-item on current ongoing stress, with scores ranging from 0-10 and higher scores indicating greater stress | Change in Momentary Perceived Stress is assessed for 3 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
Inclusion Criteria:
Age 45 years or older
Fluent in English and proficient in reading English
Living in the Pittsburgh area for the next 5 months and available for study visits and activities during this period
High perceived stress (greater than or equal to 14 on the 10-item Perceived Stress Scale)
Diagnosed with hypertension by medical provider and, if medicated, blood pressure below 150/100, or if unmedicated, clinic blood pressure reading greater than or equal to 125/75 and less than 150/100
Moderate-to-high cardiovascular disease risk, as indicated by hypertension and at least 1 of the following:
Android or iOS smartphone that meets study requirements
Participant otherwise able to meet study requirements
Exclusion Criteria:
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| Name | Affiliation | Role |
|---|---|---|
| Thomas W Kamarck, PhD | University of Pittsburgh | Principal Investigator |
| Emily K Lindsay, PhD | University of Pittsburgh | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| University of Pittsburgh | Pittsburgh | Pennsylvania | 15213 | United States |
We plan to document and archive the data sets collected as part of this project to be made available in the public domain and on-line. Following publication of the primary aims, specific analyses and reporting, consolidated data, along with data dictionaries and program-specific setup syntax files, will be made publicly available via an online portal (e.g., Inter-university Consortium for Political and Social Research [ICPSR] data repository).
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Final research data from this study will be deposited into the ICPSR repository approximately 6 to 12 months after the acceptance of peer-reviewed reports of results bearing on the project's specific aims.
ICPSR will make the final research data from this project available to the broader social science research community. The ICPSR has policies and procedures in place that will provide data access to qualified researchers.
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| Type | Includes Protocol | Includes SAP | Includes ICF | Document Label | Document Date | Document Uploaded Date | Document File Name |
|---|---|---|---|---|---|---|---|
| ICF | No | No | Yes | Informed Consent Form | Jun 16, 2025 | Mar 17, 2026 | ICF_000.pdf |
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| ID | Term |
|---|---|
| D002318 | Cardiovascular Diseases |
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Participants will be randomly assigned to the Mindfulness intervention (n = 63) or Enhanced Usual Care (n = 42) using a 3:2 randomization sequence.
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The research associates who interact with participants following randomization will be blind to condition. The study coordinator and investigators will not be blind to condition; they will be responsible for interacting with participants during the intervention but will not be involved in post-randomization data collection.
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| Enhanced Usual Care | Behavioral | Participants in the EUC condition will have no study requirements during the 4-week intervention period, but they will receive a list of stress management resources upon randomization (websites, books, health tracking apps, and mental health services) with no additional intervention support. |
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Social conflict assessed hourly using a 3-item scale, with average scores ranging from 0-10 and higher scores indicating greater social conflict, and a 1-item exploratory measure, with scores ranging from 0-10 and higher scores indicating greater social conflict |
| Change in Social Conflict assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Social Conflict from pre-intervention to 3-month follow-up | Social conflict assessed hourly using a 3-item scale, with average scores ranging from 0-10 and higher scores indicating greater social conflict, and a 1-item exploratory measure, with scores ranging from 0-10 and higher scores indicating greater social conflict | Change in Social Conflict assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change in Systolic Blood Pressure Response to Social Conflict from pre-intervention to post-intervention | Ambulatory systolic blood pressure response in relation to hourly measures of social conflict | Change in Systolic Blood Pressure Response to Social Conflict assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Systolic Blood Pressure Response to Social Conflict from pre-intervention to 3-month follow-up | Ambulatory systolic blood pressure response in relation to hourly measures of social conflict | Change in Systolic Blood Pressure Response to Social Conflict assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Feasibility of recruitment | Recruitment benchmark: >7 participants will be enrolled each month on average | Assessed at enrollment |
| Feasibility of retention | Retention benchmark: ≥73% retention from initial enrollment through follow-up | Assessed across the entire 5-month study period |
| Feasibility of adherence | Adherence benchmark: average completion of ≥85% of intervention lessons and ≥75% of ambulatory assessments | Assessed across the entire 5-month study period |
| Acceptability: Treatment Expectancies | Acceptability of mindfulness intervention with benchmark of ≥75% of participants giving positive ratings of treatment expectancies (>3 on a 6-item Credibility/Expectancy Questionnaire, with higher scores indicating greater positive treatment expectancy) | Treatment Expectancies assessed among participants randomized to the mindfulness condition at pre-intervention, post-intervention (average of 5 weeks), and 3-month follow-up (average of 19 weeks) |
| Feasibility of safe implementation: Side Effects | Feasibility of safe implementation, with a benchmark of <10% of mindfulness participants endorsing occasional or moderately distressing side effects, assessed via the Adverse Effects Survey, a 15-item self-report survey on the frequency of unwanted side effects that may be associated with the experience of meditation | Adverse effects assessed among participants randomized to the mindfulness condition at pre-intervention, post-intervention (average of 6 weeks), and 3-month follow-up (average of 20 weeks) |
| Acceptability: Study Burden | Study burden benchmark of ≥80% of participants giving ratings of 2.5 (less than burdensome) or below on average on a 5-item measure of study load | Study Burden assessed at post-intervention and 3-month follow-up |
| Change in Clinic Blood Pressure from pre-intervention to 3-month follow-up | Average of clinic blood pressure (systolic and diastolic) readings at two assessments for each time point (pre-intervention, 3-month follow-up) | Change in clinic blood pressure assessed with 2 pre-intervention assessments and 2 3-month follow-up assessments (average of 19 weeks) |
| Change in Mean Ambulatory Blood Pressure from pre-intervention to post-intervention | Average of hourly ambulatory systolic blood pressure and diastolic blood pressure readings | Change in Mean Ambulatory Blood Pressure assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Mean Ambulatory Blood Pressure from pre-intervention to 3-month follow-up | Average of hourly ambulatory systolic blood pressure and diastolic blood pressure readings | Change in Mean Ambulatory Blood Pressure assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change in Momentary Positive Affect from pre-intervention to post-intervention | Average of state positive affect assessed hourly using 1-item scale, with scores ranging from 0-10 and higher scores indicating greater positive affect | Change in Mean Momentary Positive Affect assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Momentary Positive Affect from pre-intervention to 3-month follow-up | Average of state positive affect assessed hourly using 1-item scale, with scores ranging from 0-10 and higher scores indicating greater positive affect | Change in Mean Momentary Positive Affect assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change in Momentary Negative Affect from pre-intervention to post-intervention | Average of state negative affect assessed hourly using 1-item scale, with scores ranging from 0-10 and higher scores indicating greater negative affect | Change in Mean Momentary Negative Affect assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Momentary Negative Affect from pre-intervention to 3-month follow-up | Average of state negative affect assessed hourly using 1-item scale, with scores ranging from 0-10 and higher scores indicating greater negative affect | Change in Mean Momentary Negative Affect assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change in Negative Affect Reactivity to Task-Related Strain from pre-intervention to post-intervention | Average negative affect response (measured with 1-item scale) in relation to hourly measures of momentary strain (high task demand and low decision latitude) | Change in Negative Affect Reactivity to Task Strain assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Negative Affect Reactivity to Task-Related Strain from pre-intervention to 3-month follow-up | Average negative affect response (measured with 1-item scale) in relation to hourly measures of momentary strain (high task demand and low decision latitude) | Change in Negative Affect Reactivity to Task Strain assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change in Negative Affect Reactivity to Social Conflict from pre-intervention to post-intervention | Average negative affect response (measured with 1-item scale) in relation to hourly measures of social conflict | Change in Negative Affect Reactivity to Social Conflict assessed for 3 days at pre-intervention and post-intervention (an average of 5 weeks) |
| Change in Negative Affect Reactivity to Social Conflict from pre-intervention to 3-month follow-up | Average negative affect response (measured with 1-item scale) in relation to hourly measures of social conflict | Change in Negative Affect Reactivity to Social Conflict assessed for 3 days at pre-intervention and three-month follow-up (an average of 18 weeks) |
| Change in Blood Pressure Reactivity to Acute Stress from pre-intervention to post-intervention | Assessed from blood pressure responses to an acute laboratory stress task | Change in Blood Pressure Reactivity to Acute Stress from pre-intervention to post-intervention (average of 7 weeks) |
| Change in Subjective Reactivity to Acute Stress from pre-intervention to post-intervention | Assessed via a 3-item measure of perceived stress to an acute laboratory stress task, with average score ranging from 0-100 and higher scores indicating greater stress | Change in Subjective Reactivity to Acute Stress from pre-intervention to post-intervention (average of 7 weeks) |
| Change in Trait Affect from pre-intervention to post-intervention | Assessed via the Trait Affect Scale (Cohen et al., 2003), a 25-item self-report questionnaire yielding three 3-item positive affect scales, three 3-item negative affect scales, one 4-item fatigue scale, and one 3-item fear scale, with average scores ranging from 0-4 and higher scores indicating greater positive affect, negative affect, fatigue, or fear | Change in Trait Affect assessed at pre-intervention and post-intervention (average of 6 weeks) |
| Change in Trait Affect from pre-intervention to 3-month follow-up | Assessed via the Trait Affect Scale (Cohen et al., 2003), a 25-item self-report questionnaire yielding three 3-item positive affect scales, three 3-item negative affect scales, one 4-item fatigue scale, and one 3-item fear scale, with average scores ranging from 0-4 and higher scores indicating greater positive affect, negative affect, fatigue, or fear | Change in Trait Affect assessed at pre-intervention and 3-month follow-up (average of 19 weeks) |
| Change in Positive and Negative Social Exchanges from pre-intervention to post-intervention | Assessed via that Positive and Negative Social Exchanges (PANSE), a 24-item measure that measures quality of interpersonal interactions, with two overall sum scores: Positive Social Exchanges, ranging from 0-48, with higher scores indicating more positive social exchanges, and Negative Social Exchanges, ranging from 0-48, with higher scores indicating more negative social exchanges; within each domain are 4 3-item subscales: informational support, instrumental support, companionship, emotional support, unwanted advice or intrusion, failure to provide help, unsympathetic or insensitive behavior, and rejection or neglect | Change in Social Exchanges from pre-intervention to post-intervention (average of 6 weeks) |
| Change in Positive and Negative Social Exchanges from pre-intervention to 3-month follow-up | Assessed via that Positive and Negative Social Exchanges (PANSE), a 24-item measure that measures quality of interpersonal interactions, with two overall sum scores: Positive Social Exchanges, ranging from 0-48, with higher scores indicating more positive social exchanges, and Negative Social Exchanges, ranging from 0-48, with higher scores indicating more negative social exchanges; within each domain are 4 3-item subscales: informational support, instrumental support, companionship, emotional support, unwanted advice or intrusion, failure to provide help, unsympathetic or insensitive behavior, and rejection or neglect | Change in Social Exchanges from pre-intervention to 3-month follow-up (average of 19 weeks) |
| Change in Perceived Stress from pre-intervention to post-intervention | Assessed via the Perceived Stress Scale (PSS), a 10-item questionnaire that measures perceived stress over the past month, with total scores ranging from 0-40 and higher scores indicating greater perceived stress | Change in Perceived Stress from pre-screening to post-intervention (average of 7 weeks) |
| Change in Perceived Stress from pre-intervention to 3-month follow-up | Assessed via the Perceived Stress Scale (PSS), a 10-item questionnaire that measures perceived stress over the past month, with total scores ranging from 0-40 and higher scores indicating greater perceived stress | Change in Perceived Stress from pre-screening to three-month follow up (average of 20 weeks) |
| Change in Anxiety Symptoms from pre-intervention to post-intervention | Assessed via the Generalized Anxiety Disorder-7 (GAD-7), a 7-item measure of anxiety symptoms, with total score ranging from 0-21 and higher scores indicating greater anxiety severity | Change in Anxiety Symptoms from pre-intervention to post-intervention (average of 6 weeks) |
| Change in Anxiety Symptoms from pre-intervention to 3-month follow-up | Assessed via the Generalized Anxiety Disorder-7 (GAD-7), a 7-item measure of anxiety symptoms, with total score ranging from 0-21 and higher scores indicating greater anxiety severity | Change in Anxiety Symptoms from pre-intervention to three-month follow up (average of 19 weeks) |
| Change in Job Strain from pre-intervention to post-intervention | Assessed via the Job Content Questionnaire (Karasek et al., 1985), a 42-item self-report instrument for employed individuals that measures (1) Work Demands (from 5 items measuring work load and intensity, with higher average scores indicating greater work demands) and (2) Decision Latitude (from a weighted sum of two subscales: Skill Discretion (6 items, with higher scores indicating greater creative challenge on the job) and Decision Authority (3 items, with higher scores indicating greater authority over day-to-day tasks) | Change in Job Strain from pre-intervention to post-intervention (average of 6 weeks) |
| Change in Job Strain from pre-intervention to 3-month follow-up | Assessed via the Job Content Questionnaire (Karasek et al., 1985), a 42-item self-report instrument for employed individuals that measures (1) Work Demands (from 5 items measuring work load and intensity, with higher average scores indicating greater work demands) and (2) Decision Latitude (from a weighted sum of two subscales: Skill Discretion (6 items, with higher scores indicating greater creative challenge on the job) and Decision Authority (3 items, with higher scores indicating greater authority over day-to-day tasks) | Change in Job Strain from pre-intervention to three-month follow up (average of 19 weeks) |
| Daily Perceived Stress during mindfulness intervention | Daily perceived stress (2-items from the Perceived Stress Scale) assessed daily via end-of-day diary during the mindfulness intervention period in the mindfulness condition only, with scores ranging from 0-10 and higher average scores indicating higher perceived stress, used to evaluate random vs. pre-selected prompt timing | Collected daily throughout the 4-week intervention period for Mindfulness participants only |
| Change in Momentary Perceived Stress before and after mindfulness prompts | Momentary perceived stress assessed via 1-item scale before and after each mindfulness prompt (delivered three times daily during the mindfulness intervention period in the mindfulness condition only), with scores ranging from 0-10 and higher average scores indicating higher perceived stress and greater change scores indicating greater reduction in perceived stress following mindfulness prompts | Collected before and after mindfulness prompts throughout the 4-week intervention period for Mindfulness participants only |
| Mindfulness Prompt Helpfulness | Helpfulness of daily mindfulness practice prompts assessed with 1-item in the mindfulness condition only, ranging from 0-10 with higher scores indicating greater helpfulness, used to evaluate random vs. pre-selected prompt timing | Collected daily throughout the 4-week intervention period for Mindfulness participants only |
| Change in Momentary Distress Tolerance | Average of state distress tolerance assessed hourly using 1-item scale with scores ranging from 0-10 and higher scores indicating greater distress intolerance | Change in Distress Tolerance assessed for 3 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Momentary Rumination | Average of state rumination assessed hourly using 1-item scale with scores ranging from 0-10 and higher scores indicating greater rumination | Change in Momentary Rumination is assessed for 3 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Daily Perceived Stress | Daily perceived stress (2-items from the Perceived Stress Scale) assessed daily via end-of-day diary, with average scores ranging from 0-10 and higher scores indicating greater stress | Change in Daily Perceived Stress assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Daily Positive Affect | Daily positive affect (composite of 3 positive affect items (calm, energetic, happy)) assessed daily via end-of-day diary, with average scores ranging from 0-10 and higher scores indicating greater positive affect | Change in Mean Daily Positive Affect assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Daily Negative Affect | Daily negative affect (composite of 3 negative affect items (angry, depressed, tense)) assessed daily via end-of-day diary, with average scores ranging from 0-10 and higher scores indicating greater negative affect | Change in Mean Daily Negative Affect assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Social Interactions | Frequency of social interactions assessed hourly using 1-item assessing current involvement in social interactions, 1-item assessing timing of most recent social interaction, and 1-item assessing number of social interactions | Change in frequency of Social Interactions assessed for 3 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Social Interaction Characteristics | Characteristics of most recent social interaction assessed hourly using 4-item scale | Change in Social Interaction Characteristics assessed for 3 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Social Interaction Responsiveness | Responsiveness of most recent social interaction assessed hourly using 2-item scale, with average scores ranging from 0-10 and higher scores indicating greater social interaction responsiveness | Change in Social Interaction Responsiveness assessed for 3 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Daily Loneliness | Loneliness assessed daily using 1-item via end-of-day diary, with scores ranging from 0-10 and higher scores indicating greater loneliness | Change in Loneliness assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Sleepiness | Sleepiness assessed daily using 2-items via end-of-day diary, with average scores ranging from 0-10 and higher scores indicating greater sleepiness | Change in Sleepiness assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Daily Life Mindfulness | Mindful awareness assessed via end-of-day diary using 3-item scale, with average scores ranging from 0-10 and higher scores indicating greater mindfulness | Change in Daily Life Mindfulness assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Daily Distress Tolerance | Distress tolerance assessed via end-of-day diary using 1-item, with scores ranging from 0-10 and higher scores indicating greater distress tolerance | Change in Daily Distress Tolerance assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Stressful Events | Stressful events assessed daily via end-of-day diary using 17-item scale | Change in Stressful Events assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Positive Events | Positive events assessed daily via end-of-day diary using 7-item scale | Change in Positive Events assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Passive sensor stress models | Passive sensor data from smartphones (location, activity, screen status, battery, weather, time zone, communication) and wearable devices (heart rate, activity, sleep) combined to develop machine learning models predicting state stress | Sensor data collected continuously for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Physical Activity | Average physical activity assessed via Fitbit estimate of caloric expenditure | Change in Physical Activity assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Sleep Duration | Average sleep duration assessed via Fitbit | Change in Sleep Duration assessed for 7 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Daily Sleep Patterns | Sleep patterns assessed each morning via 10-item questionnaire measuring sleep time and quality | Change in Sleep Patterns assessed for 3 days at three timepoints: pre-intervention, post-intervention (an average of 5 weeks), and three-month follow-up (an average of 18 weeks) |
| Change in Self-Compassion | Assessed via the Self-Compassion Scale Short Form, a 12-item scale, with average scores ranging from 1-5 and higher scores indicating greater self-compassion | Change in Self-Compassion from pre-intervention to post-intervention (average of 6 weeks) and three-month follow up (average of 19 weeks) |
| Change in Trait Mindfulness | Assessed via the Five Facet Mindfulness Questionnaire-Short Form, a 15-item scale with observing, describing, acting with awareness, nonreactivity, and nonjudgment subscales, with higher scores indicating higher mindfulness | Change in Trait Mindfulness from pre-intervention to post-intervention (average of 6 weeks) and three-month follow up (average of 19 weeks) |
| Change in Experiential Avoidance | Assessed via the Acceptance and Action Questionnaire (AAQ-2), a 7-item scale assessing psychological inflexibility and experiential avoidance, with higher scores indicating higher avoidance | Change in Experiential Avoidance from pre-intervention to post-intervention (average of 6 weeks) and three-month follow up (average of 19 weeks) |
| Change in Health Behaviors | Assessed using a 16-item measure that assesses general health behaviors (e.g., caffeine, smoking, alcohol, physical activity, sedentary behavior, diet) | Change in Health Behaviors from pre-intervention to post-intervention (average of 6 weeks) and three-month follow up (average of 19 weeks) |
| Childhood Trauma | Assessed via the Childhood Trauma Questionnaire, a 28-item scale with 5 subscales (physical, sexual, and emotional abuse, and physical and emotional neglect), with higher scores indicating greater trauma | Pre-intervention, to be used in exploratory moderator analyses |
| Everyday Discrimination | Assessed via the Everyday Discrimination Scale, a 10-item measure of perceived discrimination, with higher scores indicating higher discrimination | Pre-intervention, to be used in exploratory moderator analyses |
| Continued Mindfulness Practice | Mindfulness practice after the intervention period assessed using a 2-item measure of duration and quality (mindfulness condition only) during end-of-day diary | Mindfulness Practice assessed for 7 days at two timepoints: post-intervention and three-month follow up |
| Monthly Stress Management | Stress management practice in the past month assessed via 5-item survey that asks participants to report on the type, frequency, and quality of practice, plus 2 items assessing psychological treatment and formal stress management during the study period at 3-month follow-up only | Stress Management practice assessed monthly at post-intervention, 1-month follow-up, 2-month follow-up, and 3-month follow-up |