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. Author manuscript; available in PMC: 2023 Jul 1.
Published in final edited form as: Future Gener Comput Syst. 2022 Feb 24;132:266–281. doi: 10.1016/j.future.2022.02.010

Table 2:

Common high ranked day-level features shared by the pair of adaptive and maladaptive traits.

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 - -