Table 10 Predictive features in SWLS scale. Slang, misspellings and unconventional word forms are shown with an asterisk (*). Errors in lemmatization are enclosed in brackets
From: Predicting subjective well-being in a high-risk sample of Russian mental health app users
Feature type | Feature | Translation/Description | Coefficient |
|---|---|---|---|
Words | спать_[NOUN] | sleep_VERB | 41,086 |
интим_NOUN | intimacy_NOUN (suggestive of ‘intercourse’) | −44,937 | |
орг_NOUN* | org(aniser)_NOUN | 23,978 | |
дропнуть_VERB* | quit_VERB | −64,677 | |
тратиться_VERB | spend_VERB | −24,593 | |
отл_UNKN* | fine_UNKN | 34,184 | |
пояснение_NOUN | explanation_NOUN | −22,499 | |
стебать_VERB* | bully_VERB (rude) | −28,898 | |
[вифя]_NOUN* | wifi_NOUN | −48,114 | |
спойлерить_VERB* | spoil_VERB | −48,530 | |
ооохнуть_VERB* | gasp_VERB | −44,864 | |
милый_COMP | nice_COMPARATIVE | 56,128 | |
[пиздёжа]_NOUN* | lie_NOUN (rude) | −22,727 | |
обжечь_VERB | burn_VERB | −40,019 | |
Sentiment | Negative_month | negative sentiment in the last month | −29 |
Activity | AppUsage9-12Ratio | Ratio of phone app usage time between 9 and 12 AM normalized by total app usage time | 10 |
AppUsage0-3Ratio | Ratio of phone app usage time between 0 and 3 AM normalized by total app usage time | −8 | |
AppCats | SOCIAL + COMMUNICATION + DATING_0-3/SOCIAL + COMMUNICATION + DATING | Ratio of time logged in Social + Communication + Dating apps between 0 and 3 AM to total time logged in Social + Communication + Dating apps | 11 |
PHOTOGRAPHY_18-21/18-21 | Ratio of time logged in Photography apps between 18 and 21 h PM to total time logged in apps between 18 and 21 h PM | 8 |