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. Author manuscript; available in PMC: 2019 Feb 10.
Published in final edited form as: Methods Inf Med. 2018 Feb 10;56(6):452–460. doi: 10.3414/ME16-02-0051

Table 1.

The eight variables selected for the nomothetic model using random forest

Nature of variable Variable Source of data
Stress experience (emotional) 1. Midday stress EMA on the intra-personal appraisal of stress (on a scale of 0–10) prompted on user’s smartphone in the mid-point of a 15-hour awake time window
2. Stress two days ago EMA on self-reported perceived stress in the end of a 15-hour awake time window
Exercise behavior (temporal feedback to stress perception) 3. Exercise yesterday The device-recorded occurrence of cumulative high intensity physical activity, measured with at least one 30-minutes in a 24-hours period (see definition under “Physical Activity and Exercise”)
4. Exercise two days ago
Expected exercise (self-determination) 5. Whether expected to exercise on the target day EMA on the likelihood (on a scale of 0–10) to do at least 30 minutes of cumulative exercise that day
6. Whether expected to exercise on the day before
Exogenous factor (environment/external) 7. Temperature range Measured in Fahrenheit (°F)
8. Day of a week Cyclic weekly pattern coded as M, T, W, Th, F, Sa, Su