Trial Outcomes & Findings for eMOTION Formative Study (NCT NCT06125964)
NCT ID: NCT06125964
Last Updated: 2025-08-14
Results Overview
An adverse event is that which is unexpected, related or possibly related to the study procedures, and serious (adversely affecting the balance of risks and benefits to participation, including incidents that require hospitalization, specialist treatment, or medical intervention). This refers to any adverse event that can be reasonably determined (at least in part) to be due to the study procedures and not due to a participant's underlying medical conditions or risk factor profile alone. This is assessed by official University of Southern California Institutional Review Board reporting procedures. The study's official "go/no-go" criterion is that less than 1% of participants experience an adverse event during the study.
COMPLETED
NA
47 participants
Event onset reported as from first day of run-in period (i.e., day 1) to one week post-data collection (week 4)
2025-08-14
Participant Flow
Following enrollment, onboarding continued with a baseline questionnaire, a Fitbit smartwatch sent in the mail, and orientation session attendance. Then, a week-long run-in period allowed for assessment components (e.g., Fitbit smartwatch monitoring, check-ins) to be gradually introduced. n=9 participants were lost due to technological issues experienced during onboarding and the run-in period, so N=37 participants were randomly assigned to groups.
Participant milestones
| Measure |
Intensity
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
|---|---|---|---|---|
|
Overall Study
STARTED
|
9
|
10
|
9
|
9
|
|
Overall Study
COMPLETED
|
9
|
9
|
9
|
9
|
|
Overall Study
NOT COMPLETED
|
0
|
1
|
0
|
0
|
Reasons for withdrawal
| Measure |
Intensity
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
|---|---|---|---|---|
|
Overall Study
Lost to Follow-up
|
0
|
1
|
0
|
0
|
Baseline Characteristics
eMOTION Formative Study
Baseline characteristics by cohort
| Measure |
Intensity
n=9 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=10 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
Total
n=37 Participants
Total of all reporting groups
|
|---|---|---|---|---|---|
|
Age, Continuous
|
43.67 years
STANDARD_DEVIATION 9.042 • n=99 Participants
|
46.30 years
STANDARD_DEVIATION 17.327 • n=107 Participants
|
43.11 years
STANDARD_DEVIATION 13.004 • n=206 Participants
|
51.56 years
STANDARD_DEVIATION 13.106 • n=7 Participants
|
46.16 years
STANDARD_DEVIATION 13.422 • n=31 Participants
|
|
Sex: Female, Male
Female
|
5 Participants
n=99 Participants
|
5 Participants
n=107 Participants
|
4 Participants
n=206 Participants
|
6 Participants
n=7 Participants
|
20 Participants
n=31 Participants
|
|
Sex: Female, Male
Male
|
4 Participants
n=99 Participants
|
5 Participants
n=107 Participants
|
5 Participants
n=206 Participants
|
3 Participants
n=7 Participants
|
17 Participants
n=31 Participants
|
|
Ethnicity (NIH/OMB)
Hispanic or Latino
|
2 Participants
n=99 Participants
|
1 Participants
n=107 Participants
|
2 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
5 Participants
n=31 Participants
|
|
Ethnicity (NIH/OMB)
Not Hispanic or Latino
|
7 Participants
n=99 Participants
|
9 Participants
n=107 Participants
|
7 Participants
n=206 Participants
|
9 Participants
n=7 Participants
|
32 Participants
n=31 Participants
|
|
Ethnicity (NIH/OMB)
Unknown or Not Reported
|
0 Participants
n=99 Participants
|
0 Participants
n=107 Participants
|
0 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
0 Participants
n=31 Participants
|
|
Race (NIH/OMB)
American Indian or Alaska Native
|
0 Participants
n=99 Participants
|
0 Participants
n=107 Participants
|
0 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
0 Participants
n=31 Participants
|
|
Race (NIH/OMB)
Asian
|
0 Participants
n=99 Participants
|
1 Participants
n=107 Participants
|
0 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
1 Participants
n=31 Participants
|
|
Race (NIH/OMB)
Native Hawaiian or Other Pacific Islander
|
0 Participants
n=99 Participants
|
0 Participants
n=107 Participants
|
0 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
0 Participants
n=31 Participants
|
|
Race (NIH/OMB)
Black or African American
|
1 Participants
n=99 Participants
|
0 Participants
n=107 Participants
|
3 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
4 Participants
n=31 Participants
|
|
Race (NIH/OMB)
White
|
8 Participants
n=99 Participants
|
9 Participants
n=107 Participants
|
6 Participants
n=206 Participants
|
9 Participants
n=7 Participants
|
32 Participants
n=31 Participants
|
|
Race (NIH/OMB)
More than one race
|
0 Participants
n=99 Participants
|
0 Participants
n=107 Participants
|
0 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
0 Participants
n=31 Participants
|
|
Race (NIH/OMB)
Unknown or Not Reported
|
0 Participants
n=99 Participants
|
0 Participants
n=107 Participants
|
0 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
0 Participants
n=31 Participants
|
|
Body Mass Index (BMI)
|
32.3942 kg/m^2
STANDARD_DEVIATION 5.48859 • n=99 Participants
|
35.0256 kg/m^2
STANDARD_DEVIATION 5.72246 • n=107 Participants
|
32.7438 kg/m^2
STANDARD_DEVIATION 4.87365 • n=206 Participants
|
32.7050 kg/m^2
STANDARD_DEVIATION 5.36799 • n=7 Participants
|
33.2660 kg/m^2
STANDARD_DEVIATION 5.26874 • n=31 Participants
|
|
Household Income
Unsure
|
0 Participants
n=99 Participants
|
0 Participants
n=107 Participants
|
2 Participants
n=206 Participants
|
1 Participants
n=7 Participants
|
3 Participants
n=31 Participants
|
|
Household Income
≤ $44,999
|
1 Participants
n=99 Participants
|
2 Participants
n=107 Participants
|
1 Participants
n=206 Participants
|
3 Participants
n=7 Participants
|
7 Participants
n=31 Participants
|
|
Household Income
$45,000 to $84,999
|
2 Participants
n=99 Participants
|
2 Participants
n=107 Participants
|
2 Participants
n=206 Participants
|
3 Participants
n=7 Participants
|
9 Participants
n=31 Participants
|
|
Household Income
$85,000 to $124,999
|
1 Participants
n=99 Participants
|
4 Participants
n=107 Participants
|
1 Participants
n=206 Participants
|
2 Participants
n=7 Participants
|
8 Participants
n=31 Participants
|
|
Household Income
≥ $125,000
|
5 Participants
n=99 Participants
|
2 Participants
n=107 Participants
|
3 Participants
n=206 Participants
|
0 Participants
n=7 Participants
|
10 Participants
n=31 Participants
|
PRIMARY outcome
Timeframe: Event onset reported as from first day of run-in period (i.e., day 1) to one week post-data collection (week 4)An adverse event is that which is unexpected, related or possibly related to the study procedures, and serious (adversely affecting the balance of risks and benefits to participation, including incidents that require hospitalization, specialist treatment, or medical intervention). This refers to any adverse event that can be reasonably determined (at least in part) to be due to the study procedures and not due to a participant's underlying medical conditions or risk factor profile alone. This is assessed by official University of Southern California Institutional Review Board reporting procedures. The study's official "go/no-go" criterion is that less than 1% of participants experience an adverse event during the study.
Outcome measures
| Measure |
Intensity
n=9 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Safety Benchmark: Percentage of Participants Experiencing an Adverse Event
Reported adverse event
|
0 Participants
|
0 Participants
|
0 Participants
|
0 Participants
|
—
|
|
Safety Benchmark: Percentage of Participants Experiencing an Adverse Event
Did not report adverse event
|
9 Participants
|
9 Participants
|
9 Participants
|
9 Participants
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis explored whether participants who received affect-based goals (regardless of the specific TYPE/CONTEXT and/or SAVOR enhancements included) reported increased enjoyment. The three affect-based arms (affect + TYPE/CONTEXT \[n=9\], affect + SAVOR \[n=9\], affect + TYPE/CONTEXT + SAVOR \[n=9\]) were therefore considered to be a single collapsed sub-sample (n=27). This is because we did not have a large enough sample size to compare between the four groups.
During the exit interview, participants compare their experience with physical activity before and after participation in the eMOTION Study and are asked if they personally feel as if the degree of enjoyment they feel while engaging in physical activity changed or stayed the same. The percentage of participants responding affirmatively will be calculated. The "go/no-go criterion" is that ≥51% of participants in the affect-based conditions report a perceived increase in enjoyment of physical activity.
Outcome measures
| Measure |
Intensity
n=9 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=27 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Efficacy Benchmark: Percentage of Participants With Increased Physical Activity Enjoyment
Enjoyment increased
|
2 Participants
|
14 Participants
|
—
|
—
|
—
|
|
Efficacy Benchmark: Percentage of Participants With Increased Physical Activity Enjoyment
Enjoyment stayed the same
|
6 Participants
|
13 Participants
|
—
|
—
|
—
|
|
Efficacy Benchmark: Percentage of Participants With Increased Physical Activity Enjoyment
Enjoyment decreased
|
0 Participants
|
0 Participants
|
—
|
—
|
—
|
|
Efficacy Benchmark: Percentage of Participants With Increased Physical Activity Enjoyment
Missing
|
1 Participants
|
0 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: The study protocol and statistical analysis plan pre-specified that treatment arms would be assessed in a combined manner (i.e, as a full sample). This analysis explored the basic usability of the primary components (i.e., daily goal sessions, Fitbit Versa) used to deliver the eMOTION Study intervention, which were kept uniform for all participants, regardless of treatment arm (i.e., intensity-based goals, affect + TYPE/CONTEXT, affect + SAVOR, affect + TYPE/CONTEXT + SAVOR).
In the Post-Study Questionnaire, participants will rate the usability of the eMOTION Study's daily goal sessions and Fitbit Versa protocol via the System Usability Scale (SUS). The SUS has 10 items, and participants indicate their degree of agreement with each statement on a 5-point Likert scale ranging from "strongly disagree" (1) to "strongly agree" (5). The SUS is then scored by summing across items (all items are first rescored to a 0 to 4 scale, and even items are reverse-scored before summing) and then multiplying the sum by 2.5. The study's go/no-go criterion is that both the daily goal sessions and Fitbit protocols receive at least an average score (≥68) on the SUS.
Outcome measures
| Measure |
Intensity
n=36 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Accessibility/Usability Benchmark: System Usability Scale Score (0 to 100) for Daily Goal Sessions & Fitbit
Daily Goals Score
|
72.4306 score on a scale
Standard Deviation 17.21177
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: System Usability Scale Score (0 to 100) for Daily Goal Sessions & Fitbit
Fitbit Score
|
73.0556 score on a scale
Standard Deviation 22.85131
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: The study protocol and statistical analysis plan pre-specified that treatment arms would be assessed in a combined manner (i.e, as a full sample). This analysis explored the basic accessibility/usability of the primary components (i.e., daily goal sessions, Fitbit Versa) used to deliver the eMOTION Study intervention, which were kept uniform for all participants, regardless of treatment arm (i.e., intensity-based goals, affect + TYPE/CONTEXT, affect + SAVOR, affect + TYPE/CONTEXT + SAVOR).
The degree of accessibility of the daily goal sessions and fitbit interface for the study will also be assessed in the exit interview. Specifically, participants are asked a series of questions about whether they were able to read, understand, and select answers for Fitbit watch face surveys and use the exercise settings. They are also asked if they were able to red and understand the daily goal sessions on their phone. The go/no-go criterion is that at least 51% of participants respond affirmatively for each facet.
Outcome measures
| Measure |
Intensity
n=36 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Read Fitbit · No
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Read Fitbit · Yes
|
34 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Read Fitbit · Missing
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Understand Fitbit · No
|
3 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Understand Fitbit · Yes
|
32 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Understand Fitbit · Missing
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Select Fitbit answers · No
|
2 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Select Fitbit answers · Yes
|
33 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Select Fitbit answers · Missing
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Use Fitbit exercise settings · No
|
8 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Use Fitbit exercise settings · Yes
|
27 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Use Fitbit exercise settings · Missing
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Read daily goals · No
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Read daily goals · Yes
|
34 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Read daily goals · Missing
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Understand daily goals · No
|
1 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Understand daily goals · Yes
|
34 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Daily Goal Sessions and Fitbit Interface as Accessible
Understand daily goals · Missing
|
1 Participants
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Assessed on date of baseline questionnaire completion and at 3 weeks (i.e., post-study)Population: This analysis only applied to participants who received TYPE/CONTEXT recommendations. The two TYPE/CONTEXT arms (i.e., affect-based goals + TYPE/CONTEXT, affect-based goals + TYPE/CONTEXT + SAVOR) were combined and considered as a single sub-sample (N=18), since both received identical TYPE/CONTEXT treatment components. n=3 of these participants did not remember receiving TYPE/CONTEXT recommendations, so they were excluded from the analysis.
Participants are asked to indicate whether they have any constraints limiting their engagement in specific physical activity types or contexts as part of the baseline questionnaire. They also rate the relative importance of each of the psychological needs to them personally at baseline. For participants who receive the TYPE/CONTEXT enhancement with the affect-based goals, an algorithm produces physical activity recommendations based on their psychological needs that also considers their reported constraints. During the exit interview, participants in this group are asked whether they were able to follow the physical activity recommendations. The go/no-go criterion is that there is no pattern between the number of constraints reported at baseline and participants' reported ability to follow activity recommendations; therefore, we qualitatively compared the mean percentage of recommendations that participants could follow across constraint quartiles.
Outcome measures
| Measure |
Intensity
n=5 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=2 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=4 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=4 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Accessibility/Usability Benchmark: Physical Activity Recommendations Appropriately Consider Reported Constraints
|
40 percentage of recommendations
Standard Deviation 54.8
|
50 percentage of recommendations
Standard Deviation 70.7
|
50 percentage of recommendations
Standard Deviation 57.7
|
25 percentage of recommendations
Standard Deviation 50.0
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis only applied to participants who received savoring exercises. The two SAVOR arms (i.e., affect-based goals + SAVOR, affect-based goals + TYPE/CONTEXT + SAVOR) were combined and considered as a single sub-sample (N=18), since both received identical SAVOR treatment components. n=4 of these participants did not remember receiving savoring exercises, so they were excluded from the analysis.
During the exit interview, participants who received the SAVOR enhancement with the affect-based goals will be asked whether they were generally able to understand and follow the savoring questions they received. The go/no-go criterion for accessibility is that ≥51% of participants reported being able to understand and follow the savoring questions.
Outcome measures
| Measure |
Intensity
n=14 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Savoring Exercises as Accessible
Understand savoring exercises · Yes
|
12 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Savoring Exercises as Accessible
Understand savoring exercises · No
|
2 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Savoring Exercises as Accessible
Follow savoring exercises · Yes
|
12 Participants
|
—
|
—
|
—
|
—
|
|
Accessibility/Usability Benchmark: Percentage of Participants Rating Savoring Exercises as Accessible
Follow savoring exercises · No
|
2 Participants
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: From first full day of intervention (i.e., day 8) to last day of data collection (i.e., day 21)Population: The study protocol and statistical analysis plan pre-specified that treatment arms would be assessed in a combined manner (i.e, as a full sample). The physical activity auto-detection algorithm was applied uniformly across all participants (N=36), regardless of treatment arm. The number of correctly-triggered surveys were divided by the total number of event-contingent surveys sent during the study (i.e., N=1555) in this analysis.
Event-contingent surveys are triggered when Fitbit sensors detect physical activity via sufficiently-elevated 10-min rolling average heart rate (i.e., 55 to 60% of age-adjusted heart rate maximum). Using Fitabase data exports, the investigators will determine the percentage of correctly triggered surveys. The go/no-go criterion is that the auto-detection algorithm for physical activity correctly triggers event-contingent surveys ≥51% of the time.
Outcome measures
| Measure |
Intensity
n=1555 Total event-contingent surveys
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Sustainability/Feasibility Benchmark: Fidelity of Auto-detection Algorithm
Surveys triggered successfully
|
1555 Total event-contingent surveys
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Fidelity of Auto-detection Algorithm
Surveys not triggered successfully
|
0 Total event-contingent surveys
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: From first day of run-in period (i.e., day 1) to last day of data collection (i.e., day 21)Population: The study protocol and statistical analysis plan pre-specified that treatment arms would be assessed in a combined manner (i.e, as a full sample). This analysis focused on the basic sustainability/feasibility of Fitbit-related issues for study staff. Because all participants received Fitbit smartwatches that underwent uniform technological setup and connectivity procedures, each participant's treatment arm was irrelevant.
This benchmark determines if the level of burden for research staff is sustainable/feasible related to Fitbit technological and connectivity issues. Staff track Fitbit inventory and document technical difficulties that require a replacement device, as well as record all instances where they have to remind participants to sync the data in their Fitbit app due to \> 48 h elapsing without data reaching Fitabase servers. Go/no-go criteria are that, over the course of the study, \< 25% of participants need a replacement Fitbit due to technological issues and \< 25% of participants are sent repeated (i.e., \>1) reminders to sync their data.
Outcome measures
| Measure |
Intensity
n=36 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Sustainability/Feasibility Benchmark: Research Staff Burden
Replacement Fitbit required? · Yes
|
0 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Research Staff Burden
Replacement Fitbit required? · No
|
36 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Research Staff Burden
>1 reminders to sync data? · Yes
|
0 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Research Staff Burden
>1 reminders to sync data? · No
|
36 Participants
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: The study protocol and statistical analysis plan pre-specified that treatment arms would be assessed in a combined manner (i.e, as a full sample). All participants engaged with the most basic Fitbit and smartphone-based components in the same way, regardless of their treatment arms. All items asked about study elements that were kept uniform across participants.
The Delighted-Terrible Scale was used to assess how participants felt about the study's Fitbit and smartphone functions in the post-study questionnaire. Items asked how they felt about the Fitbit smartwatch exercise settings, notifications to complete surveys, and survey frequency and length (i.e., burden); as well as how they felt about the smartphone-based daily goal sessions and Fitbit app. Response options are: feeling delighted (7), pleased (6), mostly satisfied (5), mixed- about equally satisfied and dissatisfied (4), mostly dissatisfied (3), unhappy (2), terrible (1) -- OR -- neutral- neither satisfied nor dissatisfied (a), or never thought about it (b). The go/no-go criterion is that \<70% of participants report feeling dissatisfied (considered to be a score of 1, 2, or 3) with any of the items.
Outcome measures
| Measure |
Intensity
n=36 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Exercise settings · Satisfied
|
30 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Exercise settings · Dissatisfied
|
6 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Exercise settings · Missing
|
0 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Survey notifications · Satisfied
|
24 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Survey notifications · Dissatisfied
|
12 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Survey notifications · Missing
|
0 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Survey burden · Satisfied
|
22 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Survey burden · Dissatisfied
|
14 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Survey burden · Missing
|
0 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Daily goal sessions · Satisfied
|
31 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Daily goal sessions · Dissatisfied
|
3 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Daily goal sessions · Missing
|
2 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Fitbit app · Satisfied
|
33 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Fitbit app · Dissatisfied
|
3 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Satisfaction With Fitbit and Daily Goal Session Components
Fitbit app · Missing
|
0 Participants
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis only applied to participants who received TYPE/CONTEXT recommendations. The two TYPE/CONTEXT arms (i.e., affect-based goals + TYPE/CONTEXT, affect-based goals + TYPE/CONTEXT + SAVOR) were combined and considered as a single sub-sample (N=18), since both received identical TYPE/CONTEXT treatment components. Of these participants, n=3 did not remember receiving TYPE/CONTEXT recommendations, and an additional n=2 failed to respond, so they were excluded from the analysis.
During the post-study questionnaire, participants who received recommendations for the specific types or contexts of physical activity to do (i.e., were in the affect-based goals + TYPE/CONTEXT or affect-based goals + TYPE/CONTEXT + SAVOR groups) will complete the Delighted-Terrible Scale. They are asked how they felt about the physical activity type/context recommendations they received. Response options are feeling delighted (7), pleased (6), mostly satisfied (5), mixed- about equally satisfied and dissatisfied (4), mostly dissatisfied (3), unhappy (2), terrible (1) -- OR -- neutral- neither satisfied nor dissatisfied (a), or never thought about it (b). The go/no-go criterion is that \<70% of participants report feeling dissatisfied (score of 1 to 3) with physical activity recommendations.
Outcome measures
| Measure |
Intensity
n=13 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Sustainability/Feasibility Benchmark: Dissatisfaction With TYPE/CONTEXT Recommendations
Satisfied
|
10 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Dissatisfaction With TYPE/CONTEXT Recommendations
Dissatisfied
|
3 Participants
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis only applied to participants who received SAVOR questions. The two SAVOR arms (i.e., affect-based goals + SAVOR, affect-based goals + TYPE/CONTEXT + SAVOR) were combined and considered as a single sub-sample (N=18), since both received identical SAVOR treatment components. Of these participants, n=4 did not remember receiving TYPE/CONTEXT recommendations, and an additional n=2 did not respond, so they were excluded from the analysis.
During the post-study questionnaire, participants in the affect-based goals + SAVOR or affect-based goals + TYPE/CONTEXT + SAVOR groups will complete the validated Delighted-Terrible Scale. They are asked how they felt about the savoring questions they received. Response options are: feeling delighted (7), pleased (6), mostly satisfied (5), mixed- about equally satisfied and dissatisfied (4), mostly dissatisfied (3), unhappy (2), terrible (1) -- OR -- neutral- neither satisfied nor dissatisfied (a), or never thought about it (b). The go/no-go criterion is that \<70% of participants report feeling dissatisfied (score of 1 to 3) with savoring questions.
Outcome measures
| Measure |
Intensity
n=12 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Sustainability/Feasibility Benchmark: Dissatisfaction With SAVOR Questions
Satisfied
|
12 Participants
|
—
|
—
|
—
|
—
|
|
Sustainability/Feasibility Benchmark: Dissatisfaction With SAVOR Questions
Dissatisfied
|
0 Participants
|
—
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to sex-at-birth (male vs. female), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample (N=36) were split into two sub-groups based on sex.
Equity was explored based on whether accessibility/usability were approximately the same between males vs. females. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=17 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=19 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Males vs. Females
Fitbit Protocol · Accessible/usable
|
13 Participants
|
13 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Males vs. Females
Daily Goal Session · Accessible/usable
|
11 Participants
|
12 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Males vs. Females
Daily Goal Session · Not accessible/usable
|
6 Participants
|
7 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Males vs. Females
Fitbit Protocol · Not accessible/usable
|
4 Participants
|
6 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to sex-at-birth (male vs. female), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample (N=36) were split into two sub-groups based on sex.
Equity was explored based on whether efficacy was approximately the same between males vs. females. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=17 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=19 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal for Males vs. Females
Efficacious
|
6 Participants
|
10 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for Males vs. Females
Not Efficacious
|
11 Participants
|
8 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for Males vs. Females
Missing
|
0 Participants
|
1 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to race (white vs. non-white), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into two sub-groups based on race.
Equity was explored based on whether accessibility/usability was approximately the same between white vs. non-white participants. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=31 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=5 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for White vs. Non-white Participants
Daily goal sessions · Accessible/usable
|
19 Participants
|
4 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for White vs. Non-white Participants
Daily goal sessions · Not accessible/usable
|
12 Participants
|
1 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for White vs. Non-white Participants
Fitbit protocol · Accessible/usable
|
21 Participants
|
5 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for White vs. Non-white Participants
Fitbit protocol · Not accessible/usable
|
10 Participants
|
0 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to race (white vs. non-white), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into two sub-groups based on race.
Equity was explored based on whether efficacy was approximately the same between white vs. non-white participants. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=31 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=5 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal for White vs. Non-white Participants
Missing
|
1 Participants
|
0 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for White vs. Non-white Participants
Efficacious
|
12 Participants
|
4 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for White vs. Non-white Participants
Not efficacious
|
18 Participants
|
1 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to ethnicity (Hispanic vs. non-Hispanic), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into two sub-groups based on ethnicity.
Equity was explored based on whether accessibility/usability was approximately the same between Hispanic vs. non-Hispanic participants. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=4 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=32 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Hispanic vs. Non-Hispanic Participants
Daily goal sessions · Accessible/usable
|
2 Participants
|
21 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Hispanic vs. Non-Hispanic Participants
Daily goal sessions · Not accessible/usable
|
2 Participants
|
11 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Hispanic vs. Non-Hispanic Participants
Fitbit protocol · Accessible/usable
|
2 Participants
|
24 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Hispanic vs. Non-Hispanic Participants
Fitbit protocol · Not accessible/usable
|
2 Participants
|
8 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to ethnicity (Hispanic vs. non-Hispanic), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into two sub-groups based on ethnicity.
Equity was explored based on whether efficacy was approximately the same between Hispanic vs. non-Hispanic participants. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=4 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=32 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal for Hispanic vs. Non-Hispanic Participants
Efficacious
|
1 Participants
|
15 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for Hispanic vs. Non-Hispanic Participants
Not efficacious
|
3 Participants
|
16 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for Hispanic vs. Non-Hispanic Participants
Missing
|
0 Participants
|
1 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to annual income, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into five sub-groups based on income.
Equity was explored based on whether accessibility/usability was approximately the same between various income categories. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=3 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=6 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=8 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
n=10 Participants
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Income Categories
Daily goal sessions · Accessible/usable
|
1 Participants
|
3 Participants
|
6 Participants
|
4 Participants
|
9 Participants
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Income Categories
Daily goal sessions · Not accessible/usable
|
2 Participants
|
3 Participants
|
3 Participants
|
4 Participants
|
1 Participants
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Income Categories
Fitbit protocol · Accessible/usable
|
3 Participants
|
3 Participants
|
6 Participants
|
5 Participants
|
9 Participants
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Income Categories
Fitbit protocol · Not accessible/usable
|
0 Participants
|
3 Participants
|
3 Participants
|
3 Participants
|
1 Participants
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to annual income, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into five sub-groups based on income.
Equity was explored based on whether efficacy was approximately the same between various income categories. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=3 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=6 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=8 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
n=10 Participants
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal Across Income Categories
Efficacious
|
0 Participants
|
1 Participants
|
8 Participants
|
3 Participants
|
4 Participants
|
|
Equity Benchmark: Efficacy Approximately Equal Across Income Categories
Not efficacious
|
3 Participants
|
5 Participants
|
1 Participants
|
5 Participants
|
5 Participants
|
|
Equity Benchmark: Efficacy Approximately Equal Across Income Categories
Missing
|
0 Participants
|
0 Participants
|
0 Participants
|
0 Participants
|
1 Participants
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to age, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into four quartiles based on age.
Equity was explored based on whether accessibility/usability was approximately the same between age quartiles. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=9 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Age Categories
Daily goal sessions · Accessible/usable
|
3 Participants
|
6 Participants
|
8 Participants
|
6 Participants
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Age Categories
Daily goal sessions · Not accessible/usable
|
6 Participants
|
3 Participants
|
1 Participants
|
3 Participants
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Age Categories
Fitbit protocol · Accessible/usable
|
6 Participants
|
6 Participants
|
8 Participants
|
6 Participants
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Age Categories
Fitbit protocol · Not accessible/usable
|
3 Participants
|
3 Participants
|
1 Participants
|
3 Participants
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to age, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into four quartiles based on age.
Equity was explored based on whether efficacy was approximately the same between age quartiles. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=9 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal Across Age Categories
Efficacious
|
5 Participants
|
2 Participants
|
4 Participants
|
5 Participants
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal Across Age Categories
Not efficacious
|
4 Participants
|
7 Participants
|
4 Participants
|
4 Participants
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal Across Age Categories
Missing
|
0 Participants
|
0 Participants
|
1 Participants
|
0 Participants
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to BMI status (overweight vs. obese), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into two sub-groups based on BMI status.
Equity was explored based on whether accessibility/usability was approximately the same between participants with overweight vs. obesity. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=12 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=24 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Participants With Overweight vs. Obesity
Daily goal sessions · Accessible/usable
|
8 Participants
|
15 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Participants With Overweight vs. Obesity
Daily goal sessions · Not accessible/usable
|
4 Participants
|
9 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Participants With Overweight vs. Obesity
Fitbit protocol · Accessible/usable
|
10 Participants
|
16 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal for Participants With Overweight vs. Obesity
Fitbit protocol · Not accessible/usable
|
2 Participants
|
8 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to BMI status (overweight vs. obese), regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into two sub-groups based on BMI status.
Equity was explored based on whether efficacy was approximately the same between participants with overweight vs. obesity. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=12 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=24 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal for Participants With Overweight vs. Obesity
Efficacious
|
5 Participants
|
11 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for Participants With Overweight vs. Obesity
Not efficacious
|
6 Participants
|
13 Participants
|
—
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal for Participants With Overweight vs. Obesity
Missing
|
1 Participants
|
0 Participants
|
—
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to mobility, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into four quartiles based on mobility.
Equity was explored based on whether accessibility/usability was approximately the same between mobility quartiles. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=9 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Mobility Categories
Daily goal sessions · Accessible/usable
|
6 Participants
|
6 Participants
|
6 Participants
|
5 Participants
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Mobility Categories
Daily goal sessions · Not accessible/usable
|
3 Participants
|
3 Participants
|
3 Participants
|
4 Participants
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Mobility Categories
Fitbit protocol · Accessible/usable
|
7 Participants
|
8 Participants
|
7 Participants
|
4 Participants
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Mobility Categories
Fitbit protocol · Not accessible/usable
|
2 Participants
|
1 Participants
|
2 Participants
|
5 Participants
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to mobility, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into four quartiles based on mobility.
Equity was explored based on whether efficacy was approximately the same between mobility quartiles. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=9 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal Across Mobility Categories
Efficacious
|
5 Participants
|
4 Participants
|
5 Participants
|
2 Participants
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal Across Mobility Categories
Not efficacious
|
3 Participants
|
5 Participants
|
4 Participants
|
7 Participants
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal Across Mobility Categories
Missing
|
1 Participants
|
0 Participants
|
0 Participants
|
0 Participants
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to physical constraints, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into three tertiles based on physical constraints.
Equity was explored based on whether accessibility/usability was approximately the same between physical constraint tertiles. The percentage of participants who rated the daily goal sessions and Fitbit protocol as sufficiently accessible/usable (i.e., scored the daily goal sessions and Fitbit protocol at-or-above the System Usability Scale's validated cutoff of 68) were calculated.
Outcome measures
| Measure |
Intensity
n=15 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=12 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Physical Constraint Categories
Daily goal sessions · Not accessible/usable
|
5 Participants
|
3 Participants
|
5 Participants
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Physical Constraint Categories
Fitbit protocol · Accessible/usable
|
12 Participants
|
9 Participants
|
5 Participants
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Physical Constraint Categories
Fitbit protocol · Not accessible/usable
|
3 Participants
|
3 Participants
|
4 Participants
|
—
|
—
|
|
Equity Benchmark: Accessibility/Usability Approximately Equal Across Physical Constraint Categories
Daily goal sessions · Accessible/usable
|
10 Participants
|
9 Participants
|
4 Participants
|
—
|
—
|
PRIMARY outcome
Timeframe: Reported at 3 weeks (i.e., post-study)Population: This analysis was concerned with the basic equity of the eMOTION Study intervention related to physical constraints, regardless of the specific treatment arm that participants were in. Therefore, participants from the full sample were split into three tertiles based on physical constraints.
Equity was explored based on whether efficacy was approximately the same between physical constraint categories. The percentage of participants who reported experiencing (i.e., efficacious) or not experiencing (i.e., not efficacious) an increase in enjoyment for physical activity during the study were calculated.
Outcome measures
| Measure |
Intensity
n=15 Participants
Participants receive intensity-based goals for two weeks. No enhancements are added to the standard mHealth intervention.
Intensity-Based Goals: On days participants plan to exercise, morning and evening goal sessions ask them to provide an activity goal for the day; create a concrete plan; prompt them to anticipate barriers and brainstorm solutions; and reflect on whether they were able to meet this goal. Intensity-based goals ask participants to maintain a target heart rate range during physical activity based on age-adjusted heart rate (HR) max. Goals progressively increase from 55% to 60% HR max across two weeks. Research staff will show participants how to monitor their heart rate using their Fitbit Versa. For each condition, the Fitbit Versa device will feature a custom watch face with a clock (current local time), the date, current device battery levels, and an exercise button. The exercise button can be pressed whenever a subject wants to engage in physical activity, and provides real-time feedback on heart rate (intensity-based goals only) and exercise duration.
|
Affect + TYPE/CONTEXT
n=12 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects by additionally providing tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline. Ratings from a crowdsourced panel of adults on Amazon Mechanical Turk were used to determine the potential for specific activity types and contexts to satisfy psychological needs; our tailoring algorithm recommends the corresponding activity type or context while accounting for reported constraints. Different psychological needs will be selected each day. Tailored recommendations are incorporated immediately following the morning goal module.
|
Affect + SAVOR
n=9 Participants
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the SAVOR enhancement to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module). Participants will respond to questions that are intended to enhance and prolong positive experiences during physical activity. To trigger attentional deployment, a common savoring strategy that involves intensifying experiences by focusing on them, participants will answer open-ended prompts. These prompts are drawn from a prompt pool with slightly varied wording to promote a sense of novelty.
|
Affect + TYPE/CONTEXT + SAVOR
Participants receive affect-based goals for two weeks. In addition to the standard mHealth intervention, participants engage in the TYPE/CONTEXT and SAVOR enhancements to augment the treatment effects of the affect-based goals condition.
Affect-Based Goals: On days participants plan to exercise, they engage in affect-based goal-setting sessions. Participants are asked to engage in a type or context of physical activity that allows them to experience positive affect.
TYPE/CONTEXT Enhancement: The TYPE/CONTEXT enhancement will augment affect-based treatment effects via tailored recommendations for activity types and contexts that satisfy personally important psychological needs as rated by each participant at baseline (see full description in previous groups)
SAVOR Enhancement: The SAVOR enhancement will augment affect-based treatment effects by additionally implementing a brief savoring exercise on the smartphone during the evening goal session (after the self-monitoring module) (see full description in previous groups).
|
≥ $125,000
Participants who reported their annual income as ≥ $125,000 were included in this group.
|
|---|---|---|---|---|---|
|
Equity Benchmark: Efficacy Approximately Equal Across Physical Constraint Categories
Not efficacious
|
8 Participants
|
5 Participants
|
6 Participants
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal Across Physical Constraint Categories
Missing
|
1 Participants
|
0 Participants
|
0 Participants
|
—
|
—
|
|
Equity Benchmark: Efficacy Approximately Equal Across Physical Constraint Categories
Efficacious
|
6 Participants
|
7 Participants
|
3 Participants
|
—
|
—
|
Adverse Events
Intensity
Affect + TYPE/CONTEXT
Affect + SAVOR
Affect + TYPE/CONTEXT + SAVOR
Serious adverse events
Adverse event data not reported
Other adverse events
Adverse event data not reported
Additional Information
Genevieve Dunton (Principal Investigator)
University of Southern California
Results disclosure agreements
- Principal investigator is a sponsor employee
- Publication restrictions are in place