Outcome
Type |
Measure |
Description |
Time frame |
Safety issue |
Other |
DSM-5 Self-Rated Level 1 Cross-Cutting Symptom Measure Youth Self Report |
The average score varies between 0 and 4, with higher scores indicating a worse outcome. |
Baseline, three months, and six months |
|
Other |
DSM-5 Self-Rated Level 1 Cross-Cutting Symptom Measure Parent Report |
The average score varies between 0 and 4, with higher scores indicating a worse outcome. |
Baseline, three months, and six months |
|
Other |
Upward Social Comparison (EMA) |
Mediator measured with a single, face-valid item in EMA surveys: "Over the past 24 hours, how often have you compared yourself to someone who you believe is better off than you?" |
Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Other |
Offline Social Capital: Quantity of In-Person Social Interactions (EMA) |
Mediator measured with a single, face-valid item in EMA surveys: "Over past 24 hours, how much time did you spend socializing in person?" |
Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Other |
Offline Social Capital: Quality of In-Person Social Interactions (EMA) |
Mediator measured with a single, face-valid item in EMA surveys: "Over past 24 hours, how much did you enjoy your in-person social interactions with others?" |
Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Other |
Quantity of Online Social Interactions (Mobile Sensing) |
Mediator: Quantity of digital social interactions based on the total number of words participants type on their phone keyboards each day. |
Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Other |
Valence of Online Social Interactions (Mobile Sensing) |
Mediator: Quality/valence of digital social interactions by measuring the balance between positive and negative words participants type on their phone keyboards. The valence of the words typed will first be scored using the Linguistic Inquiry and Word Count (LIWC) software. The sum of the valence scores of all words will produce the final score for analysis. |
Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Other |
Active (vs Passive) Social Media Use (Mobile Sensing) |
Active usage includes creating content and direct messaging, while passive usage includes browsing, scrolling, or watching videos. Using data from the Inertial Measurement Unit (i.e., accelerometer and gyroscope data) and keyboard input (i.e. typing or not), an Extremely Randomized Trees algorithm will classify behaviors into active or passive. |
Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Other |
Passive (vs Active) Social Media Use (Mobile Sensing) |
Active usage includes creating content and direct messaging, while passive usage includes browsing, scrolling, or watching videos. Using data from the Inertial Measurement Unit (i.e., accelerometer and gyroscope data) and keyboard input (i.e. typing or not), an Extremely Randomized Trees algorithm will classify behaviors into active or passive. |
Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Other |
Time Spent in Specific Social Media Apps (Mobile Sensing) |
Time participants spend in specific social media apps as assessed unobtrusively by mobile sensing. |
Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months. |
|
Primary |
Revised Child Anxiety and Depression Scale (RCADS-25): Total Score |
The average score varies between 0 and 4, with higher scores indicating a worse outcome. |
Baseline, three months, and six months |
|
Secondary |
Revised Child Anxiety and Depression Scale (RCADS-25): Depression Subscale |
The average score varies between 0 and 4, with higher scores indicating a worse outcome. |
Baseline, three months, and six months |
|
Secondary |
Revised Child Anxiety and Depression Scale (RCADS-25): Anxiety Subscale |
The average score varies between 0 and 4, with higher scores indicating a worse outcome. |
Baseline, three months, and six months |
|