From: Predicting subjective well-being in a high-risk sample of Russian mental health app users
Feature type | Feature | Translation/Description | Coefficient |
---|---|---|---|
AppCats | GAME_3-6/GAME | Ratio of time logged in Game apps between 3 and 6 h AM to total time logged in Game apps | −5 |
ENTERTAINMENT_3-6/ENTERTAINMENT | Ratio of time logged in Entertainment apps between 3 and 6Â h AM to total time logged in Entertainment apps | 4 | |
HEALTH+MEDICAL_3-6/HEALTH+MEDICAL | Ratio of time logged in Health + Medical apps between 3 and 6 h AM to total time logged in Health + Medical apps | 3 | |
PERSONALIZATION_0-3/0-3 | Ratio of time logged in Personalization apps between 0 and 3 h AM to total time logged in apps between 0 and 3 h AM | −4 | |
EDUCATION + PRODUCTIVITY_9-12/EDUCATION + PRODUCTIVITY | Ratio of time logged in Education + Productivity apps between 9 and 12 h AM to total time logged in Education + Productivity apps | −3 | |
TOOLS_18-21/18-21 | Ratio of time logged in Tools apps between 18 and 21 h PM to total time logged in apps between 18 and 21 h PM | −3 | |
SOCIAL + COMMUNICATION + DATING_3-6/SOCIAL + COMMUNICATION + DATING | Ratio of time logged in Social + Communication + Dating apps between 3 and 6 AM to total time logged in Social + Communication + Dating app | 7 | |
GAME_9-12/GAME | Ratio of time logged in Game apps between 9 and 12Â h AM to total time logged in Game apps | 2 | |
OTHER_3-6/OTHER | Ratio of time logged in Other apps between 3 and 6 h AM to total time logged in Other apps | −2 | |
ENTERTAINMENT_9-12/ENTERTAINMENT | Ratio of time logged in Entertainment apps between 9 and 12Â h AM to total time logged in Entertainment apps | 2 | |
PHOTOGRAPHY_0-3/PHOTOGRAPHY | Ratio of time logged in Photography apps between 0 and 3 h AM to total time logged in Photography apps | −2 | |
EDUCATION + PRODUCTIVITY_21-24/EDUCATION + PRODUCTIVITY | Ratio of time logged in Education + Productivity apps between 21 and 24 h PM to total time logged in ducation + Productivity apps | −2 | |
RuLIWC | Bio_RuLIWC | Words related to Biological processes in RuLIWC | −20 |
Words | (face-blowing-a-kiss_emoji)_UNKN | (face-blowing-a-kiss_emoji) | 35 |
но_CONJ | but_CONJ | −16 | |
Activity | AppUsage9-12Ratio | Ratio of phone app usage time between 9 and 12 AM normalized by total app usage time | 7 |
Sentiment | Negative_month | negative sentiment in the last month | −33 |
Negative_year | negative sentiment in the last year | −29 | |
Negative_all | negative sentiment in overall messages | −23 |