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A Large-Scale Test of the Goldilocks Hypothesis

https://doi.org/10.1177/0956797616678438
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Structured leisure activities in middle childhood: Links to well‐being
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Television- and Screen-Based Activity and Mental Well-Being in Adults
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The relationship between frequency of Facebook use, participation in Facebook activities, and student engagement
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Screen media and language development in infants and toddlers: An ecological perspective
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Patterns of Adolescent Physical Activity, Screen-Based Media Use, and Positive and Negative Health Indicators in the U.S. and Canada
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Screen Time, Physical Activity, and Overweight in U.S. Youth: National Survey of Children's Health 2003
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Physical activity, leisure-time screen use and depression among children and young adolescents
inferredcites →https://doi.org/10.1016/j.ypmed.2011.09.002openalex-snapshot
Screen time, physical activity and mental health among urban adolescents in China
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Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being.
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Is the association between children’s baby video viewing and poor language development robust? A reanalysis of Zimmerman, Christakis, and Meltzoff (2007).
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The benefits of playing video games.
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Family dynamics and Internet use in Britain: What role do children play in adults' engagement with the Internet?
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The Peer Reviewers' Openness Initiative: incentivizing open research practices through peer review
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Social Consequences of the Internet for Adolescents
inferredcites →https://doi.org/10.1136/archdischild-2011-301508openalex-snapshot
Do television and electronic games predict children's psychosocial adjustment? Longitudinal research using the UK Millennium Cohort Study
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The debate over digital technology and young people
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Understanding geocaching practices and motivations
inferredcites →https://doi.org/10.1177/0956797611417632openalex-snapshot
False-Positive Psychology
inferredcites →https://doi.org/10.1177/10547730122158851openalex-snapshot
Social Support and Well-Being in Early Adolescents: The Role of Mediating Variables
inferredcites →https://doi.org/10.1186/1471-2458-11-487openalex-snapshot
Warwick-Edinburgh Mental Well-being Scale (WEMWBS): Validated for teenage school students in England and Scotland. A mixed methods assessment
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Virtually impossible: limiting Australian children and adolescents daily screen based media use
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Active play and screen time in US children aged 4 to 11 years in relation to sociodemographic and weight status characteristics: a nationally representative cross-sectional analysis
inferredcites →https://doi.org/10.1186/1477-7525-5-63openalex-snapshot
The Warwick-Edinburgh Mental Well-being Scale (WEMWBS): development and UK validation
inferredcites →https://doi.org/10.1186/1477-7525-7-15openalex-snapshot
Internal construct validity of the Warwick-Edinburgh Mental Well-being Scale (WEMWBS): a Rasch analysis using data from the Scottish Health Education Population Survey
inferredcites →https://doi.org/10.1186/1479-5868-4-26openalex-snapshot
Screen time and physical activity during adolescence: longitudinal effects on obesity in young adulthood
inferredcites →https://doi.org/10.1371/journal.pone.0147732openalex-snapshot
Prospective Investigation of Video Game Use in Children and Subsequent Conduct Disorder and Depression Using Data from the Avon Longitudinal Study of Parents and Children
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Identity Exploration and Commitment in Late Adolescence: Correlates of Perfectionism and Mediating Mechanisms on the Pathway to Well–Being
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Weekends, Work, and Well-Being: Psychological Need Satisfactions and Day of the Week Effects on Mood, Vitality, and Physical Symptoms
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Energy Expenditure of Sedentary Screen Time Compared With Active Screen Time for Children
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Psychological Distress, Television Viewing, and Physical Activity in Children Aged 4 to 12 Years
inferredcites →https://doi.org/10.1542/peds.2013-2334openalex-snapshot
Why Is It So Hard to Believe That Media Influence Children and Adolescents?
inferredcites →https://doi.org/10.1542/peds.2013-2656openalex-snapshot
Children, Adolescents, and the Media
inferredcites →https://doi.org/10.1542/peds.2013-4021openalex-snapshot
Electronic Gaming and Psychosocial Adjustment
inferredcites →https://doi.org/10.2307/747641openalex-snapshot
The Displacement Effect: Assessing the Relation between Television Viewing and Reading Performance
inferredcites →https://doi.org/10.3102/0013189x14534297openalex-snapshot
Inaccurate Estimation of Disparities Due to Mischievous Responders

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inferred← citeshttps://doi.org/10.1007/s10964-021-01561-6openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s11126-019-09630-7openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s12144-022-02700-3openalex-snapshot
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inferred← citeshttps://doi.org/10.1007/s12144-022-03616-8openalex-snapshot
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Chain mediating role of self-esteem and resilience in the association between screen time and depression symptoms among Chinese children and adolescents
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Validation of the French fear of missing out (FoMO) scale across the lifespan
inferred← citeshttps://doi.org/10.1007/s12144-026-09242-yopenalex-snapshot
Adolescent gamers: a four-wave study of gaming trajectories and psychosocial development
inferred← citeshttps://doi.org/10.1007/s12144-026-09479-7openalex-snapshot
Who gains more? subjective socio-economic status in the impact of internet use on older adults’ depression
inferred← citeshttps://doi.org/10.1007/s12144-026-10056-1openalex-snapshot
Machine learning for predicting depression among junior high school students: evidence from China
inferred← citeshttps://doi.org/10.1007/s12187-020-09767-zopenalex-snapshot
Emerging Digital Generations? Impacts of Child Digital Use on Mental and Socioemotional Well-Being across Two Cohorts in Ireland, 2007–2018
inferred← citeshttps://doi.org/10.1007/s12208-026-00493-wopenalex-snapshot
TikTok use, psychological factors and mental health: multidimensional engagement among users in Vietnam
inferred← citeshttps://doi.org/10.1007/s13158-026-00494-0openalex-snapshot
Beyond the Home: Ecological and Socioeconomic Influences on Language Production in Multilingual Early Learners
inferred← citeshttps://doi.org/10.1007/s13520-026-00254-2openalex-snapshot
Shadows in the feed: a critical examination of dark patterns and user manipulation on social media
inferred← citeshttps://doi.org/10.1007/s13679-020-00401-1openalex-snapshot
Psychological Correlates of Sedentary Screen Time Behaviour Among Children and Adolescents: a Narrative Review
inferred← citeshttps://doi.org/10.1007/s40429-022-00445-4openalex-snapshot
The Use of Social Networking Sites and Its Impact on Adolescents’ Emotional Well-Being: a Scoping Review
inferred← citeshttps://doi.org/10.1007/s40429-025-00686-zopenalex-snapshot
Digital Dilemmas: Unpacking Identity, Leisure, and Mental Health in a Screen-Saturated World
inferred← citeshttps://doi.org/10.1007/s40558-026-00410-1openalex-snapshot
From digital autonomy to vacation intentions: a self-determination theory perspective on mindfulness, digital minimalism, and tourist well-being
inferred← citeshttps://doi.org/10.1007/s40596-020-01258-1openalex-snapshot
Left to Our Own Devices: Smartphone Use, Mental Health, and Academic Psychiatry
inferred← citeshttps://doi.org/10.1007/s40675-019-00148-9openalex-snapshot
Understanding Links Between Social Media Use, Sleep and Mental Health: Recent Progress and Current Challenges
inferred← citeshttps://doi.org/10.1007/s41347-020-00189-wopenalex-snapshot
Does Taking a Short Break from Social Media Have a Positive Effect on Well-being? Evidence from Three Preregistered Field Experiments
inferred← citeshttps://doi.org/10.1007/s41347-022-00276-0openalex-snapshot
Subjective Smartphone Screen Time and Co-morbid Mental Illness
inferred← citeshttps://doi.org/10.1007/s41347-024-00438-2openalex-snapshot
The Impact of Nomophobia: Exploring the Interplay Between Loneliness, Smartphone Usage, Self-control, Emotion Regulation, and Spiritual Meaningfulness in an Indonesian Context
inferred← citeshttps://doi.org/10.1007/s42448-022-00135-8openalex-snapshot
“The Internet Is Keeping Me from Dying from Boredom”: Understanding the Management and Social Construction of the Self Through Middle-Class Indian Children’s Engagement with Digital Technologies During the COVID-19 Lockdown
inferred← citeshttps://doi.org/10.1007/s42979-025-04369-4openalex-snapshot
A Hormetic Approach to the Value-Loading Problem: Preventing the Paperclip Apocalypse
inferred← citeshttps://doi.org/10.1007/s43076-024-00408-wopenalex-snapshot
Digital Psychology: Introducing a Conceptual Impact Model and the Future of Work
inferred← citeshttps://doi.org/10.1007/s44265-024-00042-5openalex-snapshot
Classification for the digital and cognitive AI hazards: urgent call to establish automated safe standard for protecting young human minds
inferred← citeshttps://doi.org/10.1016/b978-0-12-818626-8.00008-6openalex-snapshot
Smartphone addiction
inferred← citeshttps://doi.org/10.1016/b978-0-12-818872-9.00162-xopenalex-snapshot
Media & sleep
inferred← citeshttps://doi.org/10.1016/b978-0-323-96023-6.00007-5openalex-snapshot
Home environment
inferred← citeshttps://doi.org/10.1016/b978-0-323-96023-6.00105-6openalex-snapshot
Social media use
inferred← citeshttps://doi.org/10.1016/bs.plm.2023.07.002openalex-snapshot
Alcohol on social media – Why does it matter, what do we know, and how do we collect better evidence?
inferred← citeshttps://doi.org/10.1016/j.abrep.2020.100257openalex-snapshot
Passive objective measures in the assessment of problematic smartphone use: A systematic review
inferred← citeshttps://doi.org/10.1016/j.abrep.2021.100365openalex-snapshot
Does a 7-day restriction on the use of social media improve cognitive functioning and emotional well-being? Results from a randomized controlled trial
inferred← citeshttps://doi.org/10.1016/j.abrep.2026.100667openalex-snapshot
Temporal patterns of adolescent screen time and compulsive internet use in Moroccan high school students
inferred← citeshttps://doi.org/10.1016/j.actpsy.2022.103667openalex-snapshot
Predicting social media use intensity in late adolescence: The role of attachment to friends and fear of missing out
inferred← citeshttps://doi.org/10.1016/j.actpsy.2022.103696openalex-snapshot
Linear correlation is insufficient as the sole measure of associations: The case of technology use and mental health
inferred← citeshttps://doi.org/10.1016/j.actpsy.2024.104431openalex-snapshot
Adolescent Internet Gaming Disorder and sensitivity to money and social rewards
inferred← citeshttps://doi.org/10.1016/j.actpsy.2026.106624openalex-snapshot
Short-video engagement, health-related behaviors, and mental well-being: Evidence from a longitudinal study of Chinese youth
inferred← citeshttps://doi.org/10.1016/j.addbeh.2025.108332openalex-snapshot
Prevention of problematic smartphone use among adolescents: A preliminary study to investigate the efficacy of an intervention based on the metacognitive model
inferred← citeshttps://doi.org/10.1016/j.adolescence.2019.12.018openalex-snapshot
Gender differences in associations between digital media use and psychological well‐being: Evidence from three large datasets
inferred← citeshttps://doi.org/10.1016/j.adolescence.2020.02.002openalex-snapshot
Is social media use associated with children's well‐being? Results from the UK Household Longitudinal Study
inferred← citeshttps://doi.org/10.1016/j.amepre.2020.09.018openalex-snapshot
Adverse Childhood Experiences and Digital Media Use Among U.S. Children
inferred← citeshttps://doi.org/10.1016/j.appdev.2024.101643openalex-snapshot
Emerging adults' use of social media and adjustment during the pandemic
inferred← citeshttps://doi.org/10.1016/j.chb.2018.02.034openalex-snapshot
Satisfaction and frustration of basic psychological needs in the real world and in video games predict internet gaming disorder scores and well-being
inferred← citeshttps://doi.org/10.1016/j.chb.2018.09.023openalex-snapshot
Smartphones reduce smiles between strangers
inferred← citeshttps://doi.org/10.1016/j.chb.2018.11.049openalex-snapshot
Beyond screen time: Multidimensionality of socio-digital participation and relations to academic well-being in three educational phases
inferred← citeshttps://doi.org/10.1016/j.chb.2019.03.006openalex-snapshot
Are smartphones really that bad? Improving the psychological measurement of technology-related behaviors
inferred← citeshttps://doi.org/10.1016/j.chb.2019.07.015openalex-snapshot
Does the use of digital media affect psychological well-being? An empirical test among children aged 9 to 12
inferred← citeshttps://doi.org/10.1016/j.chb.2019.08.024openalex-snapshot
Technology can sting when reality bites: Adolescents’ frequent online coping is ineffective with momentary stress
inferred← citeshttps://doi.org/10.1016/j.chb.2019.106217openalex-snapshot
“Too much to handle”: Impact of mobile social networking sites on information overload, depressive symptoms, and well-being
inferred← citeshttps://doi.org/10.1016/j.chb.2020.106496openalex-snapshot
The drawbacks of Information and Communication Technologies: Interplay and psychopathological risk of nomophobia and cyber-bullying, results from the bullying and youth mental health Naples study (BYMHNS)
inferred← citeshttps://doi.org/10.1016/j.chb.2020.106511openalex-snapshot
Tell me why are you using social media (SM)! Relationship between reasons for use of SM, SM flow, daily stress, depression, anxiety, and addictive SM use – An exploratory investigation of young adults in Germany
inferred← citeshttps://doi.org/10.1016/j.chb.2021.107084openalex-snapshot
The complex association between social media use intensity and adolescent wellbeing: A longitudinal investigation of five factors that may affect the association
inferred← citeshttps://doi.org/10.1016/j.chb.2021.107144openalex-snapshot
International perspectives on social media use among adolescents: Implications for mental and social well-being and substance use
inferred← citeshttps://doi.org/10.1016/j.chb.2022.107290openalex-snapshot
Digital engagement and its association with adverse psychiatric symptoms: A longitudinal cohort study utilizing latent class analysis
inferred← citeshttps://doi.org/10.1016/j.chb.2022.107390openalex-snapshot
How do depression, duration of internet use and social connection in adolescence influence each other over time? An extension of the RI-CLPM including contextual factors
inferred← citeshttps://doi.org/10.1016/j.chb.2023.107946openalex-snapshot
Are smartphones detrimental to adolescent sleep? An electronic diary study of evening smartphone use and sleep
inferred← citeshttps://doi.org/10.1016/j.chb.2023.107977openalex-snapshot
Keep on scrolling? Using intensive longitudinal smartphone sensing data to assess how everyday smartphone usage behaviors are related to well-being
inferred← citeshttps://doi.org/10.1016/j.chb.2024.108157openalex-snapshot
Socioeconomic status and young people's digital maturity: The role of parental mediation
inferred← citeshttps://doi.org/10.1016/j.chb.2024.108401openalex-snapshot
A Genetically Informed Study of Digital Screen Time, Video Game Play, and Impulsivity in Established Adulthood
inferred← citeshttps://doi.org/10.1016/j.chb.2025.108644openalex-snapshot
Problem gaming and adolescents’ health and well-being: Evidence from a large nationally representative sample in Italy
inferred← citeshttps://doi.org/10.1016/j.chbah.2026.100385openalex-snapshot
Cybersophy: A framework for human cognition, identity, and values in the age of artificial agents
inferred← citeshttps://doi.org/10.1016/j.chbr.2021.100087openalex-snapshot
A cross-cultural study to explore the differential impacts of online social capital on psychosocial outcomes
inferred← citeshttps://doi.org/10.1016/j.chbr.2021.100133openalex-snapshot
A week during COVID-19: Online social interactions are associated with greater connection and more stress
inferred← citeshttps://doi.org/10.1016/j.chbr.2021.100135openalex-snapshot
A critical review on the moderating role of contextual factors in the associations between video gaming and well-being
inferred← citeshttps://doi.org/10.1016/j.chbr.2023.100293openalex-snapshot
Digital engagement and adolescent depression: A longitudinal mediation analysis adjusting for selection
inferred← citeshttps://doi.org/10.1016/j.chbr.2025.100621openalex-snapshot
The Digital Media Use Effects Scales for adolescents (d-MUsE Scales): Conceptualization and validation of a screening tool
inferred← citeshttps://doi.org/10.1016/j.chbr.2026.101258openalex-snapshot
The association of screen activities and social media addiction with depressive symptoms among Chinese adolescents: The role of parental phubbing
inferred← citeshttps://doi.org/10.1016/j.chbr.2026.101316openalex-snapshot
The association of parental screen time behaviour and rule-setting with adolescent screen time: Insights from Denmark and Ireland
inferred← citeshttps://doi.org/10.1016/j.chbr.2026.101326openalex-snapshot
A scoping review of the negative effects of digital technology on cognition
inferred← citeshttps://doi.org/10.1016/j.childyouth.2019.05.022openalex-snapshot
Associations between adolescent media use, mental health, and risky sexual behaviors
inferred← citeshttps://doi.org/10.1016/j.childyouth.2020.104758openalex-snapshot
Factors associated with smartphone addiction prevalence and its predictive capacity for health-related quality of life among Filipino adolescents
inferred← citeshttps://doi.org/10.1016/j.compedu.2020.104027openalex-snapshot
Relationship between digital development and subjective well-being in chilean school children
inferred← citeshttps://doi.org/10.1016/j.compedu.2024.105223openalex-snapshot
Preventing digital distraction in secondary classrooms: A quasi-experimental study
inferred← citeshttps://doi.org/10.1016/j.comppsych.2026.152717openalex-snapshot
A dialectical perspective on smartphone use in borderline personality disorder: Communication fosters inner tension and dissociation, while entertainment provides momentary relief
inferred← citeshttps://doi.org/10.1016/j.copsyc.2019.06.022openalex-snapshot
Two social lives: How differences between online and offline interaction influence social outcomes
inferred← citeshttps://doi.org/10.1016/j.copsyc.2019.06.036openalex-snapshot
Why increases in adolescent depression may be linked to the technological environment
inferred← citeshttps://doi.org/10.1016/j.copsyc.2020.05.001openalex-snapshot
The effects of smartphones on well-being: theoretical integration and research agenda
inferred← citeshttps://doi.org/10.1016/j.cortex.2023.09.009openalex-snapshot
Impact of digital screen media activity on functional brain organization in late childhood: Evidence from the ABCD study
inferred← citeshttps://doi.org/10.1016/j.cpr.2021.102021openalex-snapshot
The relationship between screen time and mental health in young people: A systematic review of longitudinal studies
inferred← citeshttps://doi.org/10.1016/j.crbeha.2021.100023openalex-snapshot
Screen time as an index of family distress
inferred← citeshttps://doi.org/10.1016/j.ctcp.2025.102005openalex-snapshot
Is meeting 24-h movement guidelines lowering the odds of depressive symptoms? Results of a large-scale survey based on U.S. adolescents
inferred← citeshttps://doi.org/10.1016/j.dcn.2026.101735openalex-snapshot
Problematic patterns of social media use increase with spontaneous cortical activity and transdiagnostic mental health symptoms in youth
inferred← citeshttps://doi.org/10.1016/j.dcn.2026.101819openalex-snapshot
Co-designing research priorities in developmental neuroscience: A place-based participatory priority-setting study
inferred← citeshttps://doi.org/10.1016/j.eap.2026.05.009openalex-snapshot
Mobile video viewing and mental health: Nonlinear evidence from a large-scale Chinese household survey
inferred← citeshttps://doi.org/10.1016/j.ecresq.2026.04.008openalex-snapshot
From family socioeconomic status to vocabulary: The mediating roles of traditional and digital home literacy environment in Chinese preschoolers
inferred← citeshttps://doi.org/10.1016/j.ehb.2021.100992openalex-snapshot
Social media use and emotional and behavioural outcomes in adolescence: Evidence from British longitudinal data
inferred← citeshttps://doi.org/10.1016/j.encep.2026.04.010openalex-snapshot
Social media in early psychosis and first episode: A systematic review
inferred← citeshttps://doi.org/10.1016/j.entcom.2023.100547openalex-snapshot
A qualitative exploration of the positive and negative experiences of individuals who play fantasy football
inferred← citeshttps://doi.org/10.1016/j.erap.2018.06.002openalex-snapshot
Leisure, materialism, well-being and the environment
inferred← citeshttps://doi.org/10.1016/j.etdah.2024.100145openalex-snapshot
Predicting anxiety using Google and Youtube digital traces
inferred← citeshttps://doi.org/10.1016/j.etdah.2024.100162openalex-snapshot
A meta-analysis on the relationship between the use of electronic media and psychological well-being
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