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Compassionate Care for Teens Struggling With Social Media Addiction
If your teen is spending hours each day scrolling, posting, or checking notifications—at the expense of sleep, schoolwork, friendships, and family connection—you’re not overreacting. You’re seeing something real. And if you’ve tried taking the phone away, setting screen time limits, or having the conversation about “balance” only to find that nothing sticks, you’re not alone.
What makes compulsive social media use so difficult to address is that it rarely looks like a typical mental health crisis. Your teen may not seem “sick” in the way you’d expect. But underneath the scrolling, something is always driving the behavior. For some teens, it’s a compulsive loop—anxiety that finds temporary relief in digital distraction, a dopamine-seeking pattern the developing brain can’t easily interrupt. For others, it’s something more existential: the phone has become the place where they construct their identity, seek validation, and try to figure out who they are—and they don’t know how to do that work anywhere else.
At Muir Wood, we treat both dimensions. We don’t simply address the screen time. We treat what’s underneath it—the emotional pain, the unmet developmental needs, and the mental health conditions that make the phone feel like the only thing that helps. Our clinical team helps teens develop the self-regulation skills, emotional awareness, and real-world connections that make compulsive digital behavior unnecessary.
How Clinicians Understand Problematic Social Media Use
“Social media addiction” is a term widely used by parents and in public discourse, but it is not currently a formal diagnosis in the DSM-5. That doesn’t mean the suffering isn’t real—it is. And the clinical community is actively working to understand and classify what’s happening. The U.S. Surgeon General issued an advisory in 2023 identifying adolescent social media use as a significant mental health concern, and the American Psychological Association released its own health advisory the same year calling for greater awareness of how platform design exploits the developing adolescent brain.¹˅²
What’s emerging from the research is that problematic social media use doesn’t fit neatly into a single clinical box. Clinicians and researchers are understanding it through several frameworks—each of which captures a real dimension of what teens experience:
The Compulsive Use / Use Disorder Framework
This is the framework most parents recognize. Researchers have found that problematic social media use shares core features with behavioral addictions—impaired control over use, increasing priority given to social media over other activities, continuation despite negative consequences, and withdrawal-like distress when access is restricted.³˅⁴ Validated screening tools already exist based on ICD-11 behavioral addiction criteria adapted to social media, and formal diagnostic criteria for “social media use disorder” are actively being proposed in the clinical literature.⁵ For teens caught in this pattern, the compulsive checking, scrolling, and notification-seeking looks and feels like an addiction—because the neurological mechanisms are similar.
The Identity and Self-Concept Framework
This is the dimension that “addiction” alone doesn’t capture. Research increasingly shows that social media functions as what developmental psychologists call a “digital social mirror” for adolescent identity construction.⁶ Teens use platforms to present themselves, seek feedback, compare themselves to peers and influencers, and try on different versions of who they might be. Likes, comments, and followers become a form of social currency—quantified validation that gets absorbed into the teen’s developing sense of self.⁷
For some teens, the problem isn’t that they can’t stop scrolling—it’s that they’ve outsourced their self-concept to the platform. Their sense of who they are, whether they matter, and whether they’re acceptable depends on algorithmic feedback rather than the internal sense of self that healthy identity development builds. A 2024 systematic review of 32 studies found that excessive passive social media use was associated with lower self-concept clarity and disengagement from active identity exploration—essentially, it can stall the developmental work of adolescence.⁸
The Developmental Vulnerability Framework
The adolescent brain is uniquely susceptible to the psychological mechanisms that social media platforms exploit. The prefrontal cortex—responsible for impulse control, long-term planning, and evaluating consequences—is still developing throughout adolescence. Meanwhile, the brain’s reward system is highly active, making teens especially responsive to the intermittent reinforcement patterns (likes, comments, notifications) that platform algorithms are designed to deliver.⁹ Research on adolescent feedback processing confirms that teens experience more pronounced emotional reactions to social media feedback than adults—sharper boosts from positive validation and steeper drops from perceived rejection.¹⁰
This neurological reality means that willpower-based approaches—“just put the phone down”—are not only ineffective but fundamentally mismatched to the teen’s developmental stage. The platforms are engineered to exploit a developmental window that every adolescent passes through.
What These Frameworks Share: A Self-Regulation Deficit
At Muir Wood, we find that these frameworks aren’t competing explanations—they’re complementary lenses on the same underlying challenge. Whether a teen is caught in a compulsive checking loop, has built their identity around algorithmic validation, or lacks the developmental capacity to resist platform design—the common thread is a deficit in self-regulation: the ability to manage thoughts, emotions, impulses, and behavior without relying on the platform.
Effective treatment addresses all of these dimensions. We help teens interrupt compulsive behavioral patterns. We support the identity development work that social media has been doing for them—but shouldn’t be. And we build the self-regulation skills that allow them to use technology intentionally rather than reactively. This is the same clinical framework we apply to substance use: we don’t just remove the coping mechanism—we build the capacity that makes it unnecessary.
Self-regulation is a skill we build intentionally. When teens learn to pause, reflect, and respond rather than react, they begin to trust themselves—and that’s a powerful turning point in treatment.
— Dr. Ian Wolds, PsyD, Chief Clinical Officer
Social Media, Identity, and the Developing Self
Adolescence is fundamentally a period of identity construction. Teens are answering the questions “Who am I?” and “Do I matter?” through every interaction, relationship, and experience. Social media has become one of the primary environments where this work happens—and for vulnerable teens, it can distort the process in ways that are difficult to see from the outside.
The Validation Loop
Social media platforms provide something that adolescent development has always craved: immediate, quantified feedback on self-presentation. Likes, comments, followers, and views function as a constant stream of social evaluation. For a teen whose sense of self-worth is still forming, this feedback can become the primary input, more influential than family relationships, friendships, or personal accomplishments. The rush of positive feedback triggers the brain’s reward system, reinforcing the behavior. The absence of feedback—or negative feedback—can feel devastating in a way that seems disproportionate to adults but is neurologically real for the developing adolescent brain.¹⁰
Persona vs. Self
Many teens develop a carefully curated online persona that diverges significantly from who they actually are. Filters, editing, selective posting, and strategic self-presentation create a version of the teen that exists to be validated—but that version isn’t authentic. Over time, the gap between the online persona and the real self can widen, creating identity confusion, chronic self-doubt, and the exhausting sense of performing rather than being. Research suggests that authenticity on social media—not idealized self-presentation—is correlated with higher self-concept clarity, while curated, comparison-driven engagement is associated with identity distress.⁸
Social Comparison and the Erosion of Self-Worth
Social media platforms are architecturally built around comparison. Algorithmic feeds surface content designed to capture attention, often by triggering emotional reactions. For teens already navigating the identity questions of adolescence, constant exposure to curated, filtered versions of peers’ and influencers’ lives can erode self-worth in ways that feel inescapable. The comparison isn’t just about appearance—it extends to social status, popularity, experiences, relationships, and even emotional expression. When a teen’s internal sense of “am I okay?” depends on how they measure up to an algorithmically selected highlight reel, the foundation for healthy identity development is undermined.
What This Means for Treatment
Treatment that only addresses the compulsive behavior—the checking, the scrolling, the inability to put the phone down—misses half the clinical picture. At Muir Wood, we also help teens do the identity work that social media has been doing for them: developing a sense of self that doesn’t depend on external validation, learning to tolerate the uncertainty of “who am I?” without outsourcing the answer to an algorithm, and building the real-world relationships and experiences that provide authentic feedback on who they’re becoming.
How Common Is Problematic Social Media Use in Adolescents?
The scope of the problem is significant and growing. A 2023 Gallup survey found that U.S. teens spend an average of 4.8 hours per day on social media—not including time spent on other screens for school or entertainment.¹¹ Up to 95% of 13- to 17-year-olds report using a social media platform, with one-third using social media “almost constantly.”
Certain teens are more vulnerable to developing problematic patterns: those already experiencing anxiety, depression, loneliness, or low self-esteem; teens with ADHD, whose impulse-control challenges make it harder to disengage; and teens who have experienced social rejection, bullying, or trauma—for whom online spaces may feel safer than in-person interaction but ultimately reinforce avoidance and isolation. Recent research also suggests that teens with internalizing conditions (depression, anxiety) show more social comparison behavior and greater mood sensitivity to feedback than those without—making them particularly vulnerable to the identity-disrupting effects of social media.¹²
Notably, adolescents themselves are becoming more aware of the problem. The share of teens who say they spend “about the right amount of time” on social media dropped from 64% in 2023 to 49% in 2024, and 44% report having actively tried to cut back. The desire to change is there—what many teens lack is the self-regulation capacity and alternative coping strategies to follow through.
Signs a Teen’s Social Media Use May Be Becoming Unhealthy
Because social media is a normal part of adolescent life, it can be difficult for parents to distinguish between typical engagement and something more concerning. The signs below don’t necessarily mean your teen has a clinical condition—but when multiple signs are present and persistent, they warrant professional evaluation.
Emotional Symptoms
Mood tied to social media activity. Your teen’s emotional state visibly shifts based on what happens online—likes, comments, messages, or the absence of them. A “bad” social media experience can derail their entire day.
Declining self-esteem and identity confusion. Constant comparison to peers, influencers, or curated online personas is eroding the teen’s sense of self-worth. They may express dissatisfaction with their appearance, social standing, or life in general after time spent scrolling—or seem uncertain about who they are outside of their online persona.
Increased anxiety or irritability when offline. When unable to access their phone or social media, the teen becomes restless, anxious, or agitated in ways that go beyond normal frustration.
Emotional numbness or apathy. The teen seems checked out, disengaged from real-world experiences, or emotionally flat—except when interacting with their phone.
Behavioral Symptoms
Inability to reduce use despite wanting to. The teen acknowledges spending too much time on social media but cannot cut back. Attempts to set limits fail repeatedly.
Secrecy about online activity. Hiding the phone, clearing browser history, using secret accounts, or becoming defensive when asked about what they’re doing online.
Validation-seeking behavior. Compulsively checking likes and comments after posting, deleting posts that don’t receive enough engagement, or curating an increasingly elaborate online persona that takes significant time and emotional energy to maintain.
Neglecting responsibilities and relationships. Homework, chores, commitments, and self-care are falling by the wayside. The teen may be physically present but mentally absorbed in their phone. Real-world friendships may be deteriorating.
Sleep disruption. Using social media late into the night, keeping the phone in bed, or waking up to check notifications. Chronic sleep deprivation compounds every other symptom.
Functional Impact
Academic decline. Grades dropping, assignments missed, difficulty concentrating in class—often because attention is fragmented by the constant pull of notifications and content.
Social withdrawal from in-person relationships. The teen prefers online interaction over face-to-face connection. They may invest more in digital relationships than in the people physically around them.
Loss of interest in activities. Hobbies, sports, creative pursuits, and family activities that the teen used to enjoy are being replaced by screen time.
Physical health effects. Headaches, eye strain, poor posture, weight changes, or chronic fatigue related to sedentary screen-based behavior and sleep disruption.
When to Seek Treatment for Social Media Addiction
Not every teen who spends a lot of time on social media needs residential treatment. But when social media use has become compulsive, emotionally damaging, and functionally impairing—and when your own efforts to set boundaries haven’t worked—it may be time to consider professional help.
Consider reaching out if your teen:
- Spends multiple hours per day on social media and cannot cut back despite wanting to or recognizing negative effects.
- Shows measurable decline in mood, sleep, academic performance, or relationships that correlates with escalating screen time.
- Reacts with intense distress—rage, panic, or withdrawal—when devices are removed or limited.
- Uses social media as their primary coping mechanism for anxiety, loneliness, boredom, or sadness.
- Appears to base self-worth or identity on likes, comments, and online validation.
- Withdraws from in-person friendships, hobbies, or family life in favor of online interaction.
- Has not benefited from outpatient therapy to develop healthier digital habits.
Many families arrive at Muir Wood after a familiar cycle: setting screen time limits, having the conversation, confiscating the phone—followed by escalating conflict, emotional meltdowns, and eventually giving the device back because the alternative seems worse. This isn’t a failure of parenting. It’s a signal that what’s driving the behavior goes deeper than the phone—and addressing it requires more support than a family can provide alone.
The Muir Wood Teen Difference
Our team partners closely with parents and caregivers from day one—providing clear communication, a personalized plan, and practical tools for life after treatment. While teens receive structured, therapeutic support in a peer environment, families are equipped alongside them to support continued progress and lasting change.
Some of our key differentiators include:
Specialists in Adolescent Care
Everything we do is built for teens ages 12–17, not adapted from adult models. Our team includes board-certified psychiatrists, highly trained therapists, nurses, educators, and recovery counselors who specialize exclusively in adolescent mental health and substance use treatment. Working as an integrated team, they deliver evidence-based, developmentally appropriate care tailored to each teen’s unique needs.
Community and Connection
Our program supports coordinated, therapist-led group therapy alongside meaningful peer interaction. Teens build trust, communication, and coping skills through shared therapeutic experiences and real-time practice. Individual therapy provides personalized support to deepen insight and help teens apply these skills beyond treatment.
Expertise in Primary Mental Health + Substance Use
With expertise in treating both primary mental health and co-occurring substance use challenges, our trauma-informed approach helps teens heal deeply and build lasting change. We focus on the whole person—addressing both emotional wellbeing and underlying behavioral patterns—to support lifelong healing.
Support for the Whole Family
Healing doesn’t happen in isolation—it happens together. At Muir Wood, families stay actively involved through therapy, education, and a 16-week aftercare coaching program that builds trust, communication, and stability long after treatment ends.
Accessible, High-Quality Care Covered by Insurance
Muir Wood is committed to removing financial barriers to care by partnering with most major insurance providers, ensuring families can access high-quality, evidence-based treatment when it matters most.
Maintain Academics While Getting Support
School stays the priority. Whether in residential treatment or IOP, teens can keep up to date with education. We help them map assignments, manage stress, and practice executive functioning skills such as planning, time management, and communication. When helpful, we coordinate with families and schools so gains in treatment carry into the classroom and daily routines.
Continuum of Care
We believe strong outcomes depend on continuity and collaboration. From admission through discharge, we coordinate closely with your teen’s existing providers and aftercare programs—whether that’s Muir Wood residential, our IOP, or another trusted outpatient partner. Shared clinical leadership and consistent therapeutic philosophy ensure each teen’s progress continues without interruption.
Speak With a Teen Treatment Specialist
Connect with our admissions team today to learn how Muir Wood can support your family.
Understanding Levels of Care for Teen Social Media Addiction
The right level of care depends on the severity of the compulsive digital behavior, the presence and severity of co-occurring mental health conditions, and the degree to which social media use is disrupting the teen’s ability to function.
When Residential Care May Be Recommended
Residential treatment may be the right step when:
- Social media use has become compulsive and the teen is unable to reduce it despite repeated attempts.
- The teen’s mood, sleep, academics, and relationships have deteriorated significantly and are not improving with outpatient support.
- Removing the device triggers emotional responses—rage, panic, self-harm—that cannot be safely managed at home.
- Problematic social media use co-occurs with depression, anxiety, OCD, substance use, or other conditions requiring integrated clinical attention.
- The teen needs a complete environmental reset—removal from the digital environment—in order to begin building new coping patterns and doing the identity development work that social media has been disrupting.
When IOP May Be Appropriate
IOP may be appropriate for teens whose social media use is problematic but does not require 24/7 clinical monitoring; teens stepping down from residential treatment who need continued structure as they reintroduce technology into daily life; or teens who can safely remain at home and attend school while receiving more intensive support than weekly outpatient therapy.
Evidence-Based Treatment for Teen Social Media Addiction
Every teen receives an individualized treatment plan built around their specific behavioral patterns, co-occurring conditions, and developmental stage. Because problematic social media use is rarely a standalone issue, treatment addresses both the underlying emotional and mental health needs that drive the compulsive behavior and the identity and self-concept challenges that social media may be disrupting.
Comprehensive Psychiatric Evaluation
Treatment begins with a thorough, multidisciplinary assessment. Our team evaluates:
- The nature and severity of digital behavior patterns, compulsive behaviors, and time spent online.
- Co-occurring mental health conditions such as depression, anxiety, OCD, ADHD, trauma, substance use, or eating disorders.
- The emotional and developmental needs the teen is meeting through social media—including identity construction, validation-seeking, and social connection.
- Family dynamics and the role of technology in the home.
- The impact on social, academic, and daily functioning.
This comprehensive picture ensures we treat the whole teen—not just the screen time.
Our goal is always to understand the full picture—not just the symptoms, but the story behind them. That’s how we ensure treatment is truly personalized and effective for each teen we serve.
Cognitive-Behavioral Therapy (CBT)
CBT helps teens identify and challenge the thought patterns that maintain compulsive social media use—beliefs like “I’ll miss something important if I don’t check,” “Everyone else’s life is better than mine,” or “I need likes to feel good about myself.” By understanding the connection between these thoughts, the emotional distress they cause, and the compulsive behaviors that follow, teens learn to interrupt the cycle and respond differently. CBT also addresses the cognitive distortions that social media reinforces—the belief that online feedback defines their worth, or that the curated versions of others’ lives reflect reality.
Digital Behavior Restructuring and Identity Work
Rather than simply banning technology, treatment helps teens develop a healthier relationship with it—and with themselves. This includes identifying the specific functions social media serves for each teen (emotional regulation, social connection, boredom relief, identity validation, self-worth maintenance), building alternative strategies for meeting those needs in offline contexts, practicing intentional technology use—choosing when, why, and how to engage rather than defaulting to compulsive checking, supporting the identity development work that social media has been doing for the teen—developing a sense of self that doesn’t depend on algorithmic feedback, and developing a personalized digital wellness plan that is realistic and sustainable for life after treatment.
Emotional Regulation Skills
Many teens turn to social media because they lack other tools for managing difficult emotions. Distress tolerance, emotion identification, and self-regulation skills—drawn from DBT, ACT, and other evidence-based frameworks—give teens concrete alternatives. When a teen learns to sit with boredom, manage loneliness, or tolerate uncertainty without reaching for their phone, the compulsive pull of social media weakens naturally.
Family Therapy
Technology use in families is rarely just about the teen. Parents may have their own complicated relationship with devices, or may be struggling to set and enforce boundaries consistently. Family therapy at Muir Wood helps families develop shared expectations around technology use that are realistic and collaborative—not punitive. We help parents understand the emotional and developmental needs driving their teen’s social media use, learn to set boundaries without escalating conflict, model the kind of relationship with technology they want their teen to develop, and create a family technology agreement that everyone has a role in building.
Medication Management
When problematic social media use co-occurs with depression, anxiety, OCD, ADHD, or other conditions, medication may support the treatment process. Our psychiatric team approaches medication thoughtfully—using the least amount necessary to support stability and functioning, always in combination with therapy, and with close monitoring of response and side effects. Medication addresses the underlying conditions; therapy and skill-building address the behavioral and developmental patterns.
Academic Support
Compulsive social media use fragments attention in ways that directly undermine academic performance. Our WASC-accredited academic program helps teens rebuild focus, develop study habits, and practice the executive functioning skills—planning, task initiation, sustained attention, and time management—that social media use has been eroding.
What Progress Often Looks Like
Recovery from problematic social media use is not about achieving a screen-free life. It’s about developing the self-regulation skills, emotional resources, and sense of self that allow a teen to use technology intentionally rather than compulsively. With the right combination of therapy, skill-building, identity work, and family support, many teens experience meaningful improvements in mental health, well-being, and daily life.
Progress may include:
- Reduced compulsive scrolling, checking, and notification-driven behavior.
- Increased ability to tolerate boredom, loneliness, or distress without turning to a screen.
- Re-engagement in in-person relationships, activities, and family interactions.
- Improved sleep, focus, academic performance, and executive functioning.
- A healthier, less comparison-driven relationship with social media.
- Growth in identity clarity and self-esteem, independent of algorithmic feedback—knowing who they are without needing likes to confirm it.
- Enhanced emotional awareness—the ability to name what they’re feeling and choose how to respond, rather than numbing out with a screen.
We are careful not to promise outcomes that depend on individual factors. Technology will remain a part of your teen’s life, and managing that relationship is an ongoing process. But the skills teens learn—how to recognize compulsive urges, tolerate discomfort, meet emotional needs in healthier ways, and build an identity grounded in real experience rather than digital feedback—are tools they carry with them for life.
Conditions That May Co-Occur With Problematic Social Media Use
Compulsive social media use rarely exists in isolation. It almost always co-occurs with underlying mental health conditions that treatment must address simultaneously:
Anxiety disorders
Social anxiety, generalized anxiety, and panic disorder frequently drive compulsive social media use. The platform becomes a way to manage anxiety in the short term while making it worse in the long term. Teens with social anxiety may prefer digital interaction over face-to-face contact, reinforcing avoidance patterns that deepen isolation.
Depression
The relationship between depression and social media use is bidirectional: depression can drive excessive use as a form of emotional numbing, and heavy use can worsen depressive symptoms through sleep disruption, social comparison, and displacement of meaningful activity.
ADHD
Teens with attention-deficit/hyperactivity disorder are particularly vulnerable to compulsive social media use. The rapid-fire stimulation of algorithmic content exploits the ADHD brain’s dopamine-seeking patterns, making it exceptionally difficult to disengage.
Trauma
For teens who have experienced bullying, social rejection, or other adverse experiences, social media can serve as both a refuge and a trigger. Online spaces may feel safer than in-person interaction, but they also expose the teen to content and dynamics that can retraumatize.
OCD and related
conditions
Some teens develop obsessive patterns around social media—compulsive checking, reassurance seeking through posts, or repetitive content consumption—that overlap with obsessive-compulsive features.
Body image and self-esteem concerns
Exposure to filtered, edited, and curated images contributes to body dissatisfaction and negative self-evaluation—particularly among adolescent girls, though boys are increasingly affected through muscularity-focused content.
Substance use
Some teens use both substances and social media as coping mechanisms for the same underlying distress. Both need to be addressed together.
At Muir Wood, co-occurring conditions are assessed and treated alongside problematic digital behavior from day one. Our integrated clinical model ensures that psychiatric, therapeutic, academic, and family supports are aligned around the whole teen—not just a single behavior.
The Role of Family in Recovery
Technology use is a family issue, not just a teen issue. In most households, screens are woven into every part of daily life—and the patterns a family has developed around technology often contribute to or maintain the teen’s problematic use. This isn’t about blame. It’s about recognizing that changing a teen’s relationship with social media requires changing the family’s relationship with technology as a whole.
Family therapy at Muir Wood helps parents understand the emotional and developmental needs driving their teen’s social media use—needs that often have nothing to do with the phone itself. Families learn to set boundaries that are collaborative rather than punitive, develop shared expectations for technology use at home, recognize the early signs of escalating compulsive behavior, and model the kind of intentional technology use they want to see in their teen. Our 16-week aftercare coaching program specifically addresses the challenge of reintroducing technology after treatment—one of the most vulnerable transition points families face.
The greatest impact we can have on a teen’s long-term recovery isn’t just what happens in individual therapy—it’s what happens in the family. When parents do their own healing work, they change the emotional environment the teen returns to. That’s where real, sustainable recovery happens.
— Dr. David E. Smith, Chair, Addiction Medicine & MQAC, Muir Wood
FAQs — Teen Social Media Addiction Treatment
“Social media addiction” is not currently a formal diagnosis in the DSM-5, but the clinical community increasingly recognizes that social media use can become problematic in ways that closely resemble behavioral addiction—including loss of control, continued use despite negative consequences, and withdrawal-like responses when access is restricted. Researchers are also finding that the problem extends beyond compulsive use into identity development and self-concept formation. The U.S. Surgeon General, the American Psychological Association, and leading researchers have all identified adolescent social media use as a significant mental health concern.¹˅² At Muir Wood, we treat the underlying conditions and developmental needs—anxiety, depression, OCD, trauma, identity disruption—that drive problematic digital behavior.
Support Starts With One Conversation
If your teen’s social media use is affecting their mental health, relationships, sense of self, or daily functioning—and if the strategies you’ve tried at home haven’t been enough—compassionate and specialized help is available. Our admissions team can help you understand your options, assess whether Muir Wood is the right fit, and talk through what effective, evidence-based care looks like for your family.
References
1. U.S. Surgeon General. (2023). Social Media and Youth Mental Health: The U.S. Surgeon General’s Advisory.
2. American Psychological Association. (2023). Health Advisory on Social Media Use in Adolescence.
3. Andreassen, C. S., et al. (2016). The relationship between addictive use of social media and video games and symptoms of psychiatric disorders. Psychology of Addictive Behaviors, 30(2), 252–262.
4. van den Eijnden, R. J. J. M., et al. (2016). The Social Media Disorder Scale. Computers in Human Behavior, 61, 478–487.
5. Paschke, K., et al. (2021). ICD-11-Based Assessment of Social Media Use Disorder in Adolescents: Development and Validation of the Social Media Use Disorder Scale for Adolescents. Frontiers in Psychiatry, 12, 661483.
6. Pérez-Torres, V. (2024). Social media: A digital social mirror for identity development during adolescence. Current Psychology, 43, 22170–22180.
7. Collins, W. A., & Winer, A. C. (2024). Feedback loops as continuous sources of social information in adolescent digital contexts. [Referenced in dual-systems feedback research.]
8. Adolescent Research Review. (2024). A Systematic Review of Social Media Use and Adolescent Identity Development. 32 studies, 19,658 adolescents.
9. Casey, B. J., et al. (2008). The adolescent brain. Developmental Review, 28(1), 62–77.
10. Frontiers in Psychology. (2025). A comparative study of state self-esteem responses to social media feedback loops in adolescents and adults.
11. Gallup & Walton Family Foundation. (2023). How Do U.S. Teens Spend Their Time? Gallup Youth Survey.
12. Fassi, L., et al. (2025). Social media use in adolescents with and without mental health conditions. Nature Human Behaviour, 9(6), 1283–1299.