Does Social Media Impact Adolescent Mental Health?
Causal Effects of Exposure to Social Media on Adolescent Mental Health
Study Overview
Status
Status
Conditions
Conditions
Intervention / Treatment
Intervention / Treatment
Study Type
Study Type
Enrollment (Estimated)
Enrollment
Phase
Phase
- Not Applicable
Contacts and Locations
Study Contact
Study Contact
- Name: Kostadin Kushlev, PhD
- Phone Number: 804-585-4385
- Email: kk1199@georgetown.edu
Study Locations
-
-
District of Columbia
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Washington D.C., District of Columbia, United States, 20057
- Recruiting
- Georgetown University
-
Contact:
- Kostadin Kushlev, PhD
- Email: kk1199@georgetown.edu
-
-
Participation Criteria
Eligibility Criteria
Eligibility Criteria
Ages Eligible for Study
- Child
Accepts Healthy Volunteers
Description
Inclusion Criteria:
- is an adolescent who is between the ages of 10 and 14;
- is an adolescent whose parents have decided to buy them their first smartphone;
- is an adolescent both of whose parents/guardians consent for them to be in the study;
- is an adolescent who assents to be in the study; 5) is an adolescent who speaks and reads English sufficiently to complete surveys and provide informed consent.
Exclusion Criteria:
- is an adolescent who has severe developmental problems (e.g., autism, severe language delay);
- is an adolescent who is currently or has ever been diagnosed with severe or moderately severe mental illness;
- is an adolescent who is currently or has ever experienced suicidal ideation.
Study Plan
How is the study designed?
Design Details
- Primary Purpose: Basic Science
- Allocation: Randomized
- Interventional Model: Crossover Assignment
- Masking: Single
Number of Arms
Arms and Interventions
Participant Group / ArmParticipant Group / Arm |
Intervention / TreatmentIntervention / Treatment |
|---|---|
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No Intervention: Naturalistic Social Media
In this control condition, participants will have no study-imposed restrictions on social media use.
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Experimental: Restricted Social Media
Participants will have social media apps on their phones blocked for three months.
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Participants (N = 500) will be randomly assigned to either have no study-imposed restrictions on social media use (naturalistic social media condition) or have no access to social media apps on their phones (restricted social media condition).
This manipulation will last three months, after which both groups will have no study-imposed restrictions on social media for three more months.
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What is the study measuring?
Primary Outcome Measures
Primary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
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Revised Child Anxiety and Depression Scale (RCADS-25): Total Score
Time Frame: Baseline, three months, and six months
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The average score varies between 0 and 4, with higher scores indicating a worse outcome.
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Baseline, three months, and six months
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Secondary Outcome Measures
Secondary Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
Revised Child Anxiety and Depression Scale (RCADS-25): Depression Subscale
Time Frame: Baseline, three months, and six months
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The average score varies between 0 and 4, with higher scores indicating a worse outcome.
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Baseline, three months, and six months
|
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Revised Child Anxiety and Depression Scale (RCADS-25): Anxiety Subscale
Time Frame: Baseline, three months, and six months
|
The average score varies between 0 and 4, with higher scores indicating a worse outcome.
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Baseline, three months, and six months
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Other Outcome Measures
Other Outcome Measures
Outcome Measure |
Measure Description |
Time Frame |
|---|---|---|
|
DSM-5 Self-Rated Level 1 Cross-Cutting Symptom Measure Youth Self Report
Time Frame: Baseline, three months, and six months
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The average score varies between 0 and 4, with higher scores indicating a worse outcome.
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Baseline, three months, and six months
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DSM-5 Self-Rated Level 1 Cross-Cutting Symptom Measure Parent Report
Time Frame: Baseline, three months, and six months
|
The average score varies between 0 and 4, with higher scores indicating a worse outcome.
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Baseline, three months, and six months
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Upward Social Comparison (EMA)
Time Frame: Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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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?"
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Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Offline Social Capital: Quantity of In-Person Social Interactions (EMA)
Time Frame: Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Mediator measured with a single, face-valid item in EMA surveys: "Over past 24 hours, how much time did you spend socializing in person?"
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Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Offline Social Capital: Quality of In-Person Social Interactions (EMA)
Time Frame: Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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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?"
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Every three days throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Quantity of Online Social Interactions (Mobile Sensing)
Time Frame: Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Mediator: Quantity of digital social interactions based on the total number of words participants type on their phone keyboards each day.
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Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Valence of Online Social Interactions (Mobile Sensing)
Time Frame: Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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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.
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Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Active (vs Passive) Social Media Use (Mobile Sensing)
Time Frame: Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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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.
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Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Passive (vs Active) Social Media Use (Mobile Sensing)
Time Frame: Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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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.
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Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Time Spent in Specific Social Media Apps (Mobile Sensing)
Time Frame: Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Time participants spend in specific social media apps as assessed unobtrusively by mobile sensing.
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Daily throughout the study with two averages computed for 0 to 3 months and 3 to 6 months.
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Parent-child conflict
Time Frame: Every three days for a total of 60 days (EMA)
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Mediator measured with a single, face-valid item in EMA surveys and answered by the parent: "Over past 24 hours, my child and I did not get along.
(1-not at all to 10-very much)"
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Every three days for a total of 60 days (EMA)
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Linguistic Indicators of Depression (Mobile Sensing)
Time Frame: Every day for a total of 180 days
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Present temporal focus (i.e., using the present tense) and self-focus (i.e., using first-person pronouns) based on the language participants use while typing on their phones.
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Every day for a total of 180 days
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ADHD Inattention Symptoms
Time Frame: Baseline
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Moderator variable: Vanderbilt ADHD Diagnostic Parent Rating Scale completed by parents as a measure of symptoms of adolescents' ADHD at baseline.
For exploratory purposes, we will administer the Vanderbilt ADHD Diagnostic Parent Rating Scale at the two follow-up assessments, as well.
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Baseline
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Sustained Attention
Time Frame: Baseline
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Moderator: Sustained attention/inhibitory control as assessed by Gradual Onset Continuous Performance Task (gradCPT), which is a go/no-go continuous performance task validated in adolescents in the target age range.
The primary moderator of interest is accuracy (d') based on signal detection.
For exploratory purposes, we will administer the gradCPT at the two follow-up assessments, as well.
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Baseline
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Motives for Using Social Media
Time Frame: Baseline, three months, and six months
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Moderator: Scale of Motives for Using Social Networking Sites (SMU-SNS), designed to assess different motivations for using social media specifically in adolescents (e.g., Social Connectedness, Social Recognition, Following Others).
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Baseline, three months, and six months
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Loneliness
Time Frame: Baseline, three months, and six months
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Exploratory measure: UCLA Loneliness Scale
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Baseline, three months, and six months
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Parenting Style
Time Frame: Baseline
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Moderator: Authoritative, authoritarian, and permissive parenting styles as assessed by the Parenting Styles and Dimensions Questionnaire.
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Baseline
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Sleep
Time Frame: Every day for a total of 180 days
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Mediator as assessed by mobile sensing data (acceleromer, GPS)
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Every day for a total of 180 days
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Physical activity
Time Frame: Every day for a total of 180 days
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Mediator as assessed by mobile sensing data (accelerometer, GPS)
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Every day for a total of 180 days
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Parent-Imposed Restrictions on Social Media Use
Time Frame: Baseline, three months, and six months
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A study-specific, face-valid measure assessing restrictions that parents have imposed on the adolescents' social media use overall and on their use of specific social media platforms.
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Baseline, three months, and six months
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Parent and Child Demographics
Time Frame: Baseline
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Age, sex at birth, self-identified gender, race, ethnicity, socioeconomic status and other demographics as assessed by the ABCD Parent Demographics Survey (NDA code: pdem02) and Child Demographics Survey (NDA code: child_dem01)
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Baseline
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Current and Past Mental Health Diagnoses
Time Frame: Eligibility Survey, Baseline, Three months, and six months
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Parent-reported and self-reported current and past psychiatric diagnoses and developmental problems, including their severity as assessed by a modified version of the Psychiatric Diagnoses Form (NDA code: psydif01).
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Eligibility Survey, Baseline, Three months, and six months
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Current and Past Suicidal Ideation
Time Frame: Eligibility Survey, Baseline, Three months, and six months
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Current and past suicidal ideation assessed as follows: Over the last two weeks, how often have you been bothered by thoughts that you would be better off dead or of hurting yourself in some way?" and "Have you ever been bothered by thoughts that you would be better off dead or of hurting yourself in some way?"
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Eligibility Survey, Baseline, Three months, and six months
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Collaborators and Investigators
Sponsor
Sponsor
Collaborators
Collaborators
Study record dates
Study Major Dates
Study Start (Actual)
Study Start
Primary Completion (Estimated)
Primary Completion
Study Completion (Estimated)
Study Completion
Study Registration Dates
First Submitted
First Submitted
First Submitted That Met QC Criteria
First Submitted That Met QC Criteria
First Posted (Actual)
First Posted
Study Record Updates
Last Update Posted (Actual)
Last Update Posted
Last Update Submitted That Met QC Criteria
Last Update Submitted That Met QC Criteria
Last Verified
Last Verified
More Information
Terms related to this study
Keywords
Additional Relevant MeSH Terms
Other Study ID Numbers
Other Study ID Numbers
- 1R01MH135467 (U.S. NIH Grant/Contract)
Plan for Individual participant data (IPD)
Plan to Share Individual Participant Data (IPD)?
IPD Plan Description
IPD Sharing Time Frame
IPD Sharing Access Criteria
IPD Sharing Supporting Information Type
- STUDY_PROTOCOL
- SAP
- ICF
- ANALYTIC_CODE
Drug and device information, study documents
Studies a U.S. FDA-regulated drug product
Studies a U.S. FDA-regulated device product
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