Table 2:
Antagonism / Agreeableness | Detachment / Extraversion | Disinhibition / Conscientiousness | Negative Affectivity / Emotional Stability | Psychoticism / Openness | |||||||
---|---|---|---|---|---|---|---|---|---|---|---|
| |||||||||||
ML Model | Day-level | Person-level | Day-level | Person-level | Day-level | Person-level | Day-level | Person-level | Day-level | Person-level | |
| |||||||||||
Feature Abbr. | - | Call1 | HR2 | Call8 | - | ST3 | HR3 | HR5 | - | - | |
| |||||||||||
Beta | - | 0.15/ −0.17 | 0.09 / −0.15 | 0.11 / −0.28 | - | 0.19 / −0.2 | 0.26 / −0.26 | 0.39 / −0.54 | - | - | |
| |||||||||||
Frequency | RF | - | 111 / 111 | 120 / 102 | 108 / 108 | - | 114 / 114 | 108 / 91 | 66 / 89 | - | - |
XGB | - | 77 / 111 | 120 / 123 | 108 / 108 | - | 114 / 114 | 82 / 120 | 66 / 89 | - | - | |
| |||||||||||
Importance | RF | - | 0.16 / 0.31 | 0.55 / 0.81 | 0.1 / 0.16 | - | 0.34 / 0.22 | 0.33 / 0.78 | 0.19 / 0.07 | - | - |
XGB | - | 0.16 / 1 | 0.4 / 0.31 | 0.04 / 0.22 | - | 0.1 / 0.04 | 0.25 / 0.87 | 0.16 / 0.04 | - | - |