Screen Media Overuse and Associated Physical, Cognitive, and Emotional/Behavioral Outcomes in Children and Adolescents: An Integrative Review
Open accessAbstract
Introduction Screen media overuse is seen as a public health concern because of its negative effects on child and adolescent health. This integrative literature review examines recent empirical evidence on the relationship between screen media overuse and physical, cognitive, and emotional/behavioral outcomes in children and adolescents. Methods Empirical research of experimental design, observational studies, and systematic reviews from several data sources was reviewed and synthesized to form the basis of this integrative review. Results Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems. Bidirectional associations may exist. Discussion Findings support the importance of understanding the impact of screen media use on health and wellbeing. Generating screen time guidelines and developing effective prevention/intervention strategies are critical to mitigating screen media overuse and its adverse outcomes in children and families.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
25 of 71 cited sources checked · 11 supported · 0 flagged · accuracy not yet measured
- Premisecitation
In that study, each hour of screen media use was linked to nearly 16 minutes less total sleep per day.
“A cross-sectional study of 715 infants and toddlers from the United Kingdom reported that increased frequency of portable touchscreen device use was associated with reduced sleep duration, longer sleep onset, and increased daytime sleepiness; with every hour of screen media use, nearly 16 min of total sleep was lost per day (Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017 source
- Premisecitation
In that study, more frequent use of portable touchscreen devices was linked to increased daytime sleepiness.
“A cross-sectional study of 715 infants and toddlers from the United Kingdom reported that increased frequency of portable touchscreen device use was associated with reduced sleep duration, longer sleep onset, and increased daytime sleepiness; with every hour of screen media use, nearly 16 min of total sleep was lost per day (Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017 source
The Discussion reports that more touchscreen use was associated with increased daytime sleep duration in infants and toddlers. It does not report increased daytime sleepiness, which is a different outcome. (LLM, conf=0.82)
Experimental — accuracy not yet measured
- Premisecitation
In US infants, higher screen media exposure predicted 7 fewer minutes of total sleep per day.
“Longitudinal analyses of United States (Cespedes et al., 2014) and Thai (Vijakkhana, Wilaisakditipakorn, Ruedeekhajorn, Pruksananonda, & Chonchaiya, 2015) infants demonstrated similar results, with greater screen media exposure predictive of 7 and 28 min fewer total sleep per day, respectively.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Cespedes et al., 2014 source
The Cross-Sectional and Longitudinal Associations section reports 7 fewer minutes of sleep per day for each additional hour per day of lifetime-average TV viewing. That estimate covers children followed from infancy through mid-childhood, not infants alone, and measures TV viewing rather than screen media exposure generally. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Premisecitation
In that study, more frequent use of portable touchscreen devices was linked to longer sleep onset.
“A cross-sectional study of 715 infants and toddlers from the United Kingdom reported that increased frequency of portable touchscreen device use was associated with reduced sleep duration, longer sleep onset, and increased daytime sleepiness; with every hour of screen media use, nearly 16 min of total sleep was lost per day (Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017 source
- Premisecitation
A UK cross-sectional study of 715 infants and toddlers found that more frequent use of portable touchscreen devices was linked to shorter sleep duration.
“A cross-sectional study of 715 infants and toddlers from the United Kingdom reported that increased frequency of portable touchscreen device use was associated with reduced sleep duration, longer sleep onset, and increased daytime sleepiness; with every hour of screen media use, nearly 16 min of total sleep was lost per day (Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Cheung, Bedford, Saez De Urabain, Karmiloff-Smith, & Smith, 2017 source
The Discussion reports that, among 715 UK infants and toddlers, more frequent touchscreen use was associated with shorter total sleep and longer sleep onset; each additional hour of tablet use was associated with 15.6 minutes less total sleep. The citing sentence also attributes increased daytime sleepiness to the study, but our copy reports increased daytime sleep duration, not daytime sleepiness. (LLM, conf=0.87)
Experimental — accuracy not yet measured
- Premisecitation
Screen media use near bedtime may suppress melatonin production by blue light emission from electronic devices, leading to subsequent circadian rhythm delay.
“suppress melatonin production by blue light emission from electronic devices that leads to subsequent circadian rhythm delay (Hersh, Sisti, Richiutti, & Schernhammer, 2015).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hersh, Sisti, Richiutti, & Schernhammer, 2015 source
The Discussion (page not provided) says blue-light wavelengths suppress melatonin, electronic devices emit light in that range, and LED displays may suppress melatonin with sufficiently long exposure. It does not establish that bedtime screen use causes a subsequent circadian delay; in this adolescent sample, electronic use after lights out was not a significant predictor of urinary melatonin levels. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
In Taiwanese adolescents, mobile phone use is associated with low self-esteem.
“A large cross-sectional study conducted on Taiwanese adolescents revealed a relationship between mobile phone use and low self-esteem (Yang, Yen, Ko, Cheng, & Yen, 2010).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Yang, Yen, Ko, Cheng, & Yen, 2010 source
The “Problematic CPU and low self-esteem” section reports a positive association in the adolescent groups studied and notes that the cross-sectional design cannot establish causation. The citing sentence omits the key qualifier: the study examined problematic cellular phone use, not mobile phone use generally. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Premisecitation
More media multitasking was linked to significantly worse standardized test scores in math and English.
“and a U.S. study similarly found greater media multitasking was linked to statistically significant poorer performance on standardized test scores measuring academic performance in math and English (Cain, Leonard, Gabrieli, & Finn, 2016).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Cain, Leonard, Gabrieli, & Finn, 2016 source
- Premisecitation
Of screen media types, TV viewing shows the most consistent link to higher BMI.
“Interestingly, TV viewing is most consistently associated with increased BMI (Bickham, Blood, Walls, Shrier, & Rich, 2013; Falbe et al., 2013), possibly because of the influence of TV commercials that advertise energy-dense, micronutrient-poor foods, and excessive snacking while watching TV.”
Quote in the paperNot a substantial claim1 of 2 sources checked - Premisecitation
Several studies of young adults found a negative link between screen media use and college students' test performance and GPA.
“During young adulthood, several studies have found a negative relationship between screen media use and college students’ test performance and grade point average (Jacobsen & Forste, 2011; Walsh, Fielder, Carey, & Carey, 2013)”
Quote in the paperNot a substantial claim1 of 2 sources checked - Premisecitation
Students with low self-esteem are more likely than those with high self-esteem to spend time using mobile phones and become addicted.
“Conversely, students reporting low self-esteem were more likely to spend time using mobile phones and become addicted than those reporting high self-esteem (Ehrenberg, Juckes, White, & Walsh, 2008).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Ehrenberg, Juckes, White, & Walsh, 2008 source
The Introduction reports that lower self-esteem had been associated with higher and problematic mobile-phone use in earlier research. But this paper’s Results and Discussion associate lower self-esteem with greater instant-messaging use and addictive tendencies, not mobile-phone use or mobile-phone addictive tendencies; neuroticism was the only significant predictor of the latter. The study measured addictive tendencies, not whether students became addicted. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Premisecitation
Screen media use near bedtime may act as a direct displacement of sleep.
“screen media use near bedtime may act as a direct displacement of sleep”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hersh, Sisti, Richiutti, & Schernhammer, 2015 source
The Sleep habits section reports that some adolescents used electronics for more than an hour after turning off the lights and before falling asleep. That supports screen use near bedtime, but the paper does not establish that this use displaced sleep; its Discussion focuses on melatonin rather than that proposed mechanism. No page number is available in our copy. (LLM, conf=0.78)
Experimental — accuracy not yet measured
- Interpretationcitation
Violent content may mediate the adverse relationship between screen media use and externalizing behavior.
“the results of this study indicate that violent content may mediate the adverse relationship between screen media use and externalizing behavior”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Christakis et al., 2013 source
- Premisecitation
Several studies of high school students found positive links between depression/anxiety symptoms and greater mobile phone use.
“Multiple studies with high school students have shown positive associations between depression and anxiety symptoms and increased use of both mobile phones (Demirci, Akgönül, & Akpinar, 2015) and the Internet (Jenaro, Flores, Gómez-Vela, González-Gil, & Caballo, 2007).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Demirci, Akgönül, & Akpinar, 2015 source
The Discussion reports positive associations between smartphone use severity and depression and anxiety, supporting the mobile-phone association. But the Introduction and Discussion identify this study's participants as university students, not high school students; this source therefore does not establish that association in the population the citing sentence names. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Premisecitation
A recent UK cross-sectional study of 4,495 children found strong, graded links between screen time and adiposity.
“a recent United Kingdom cross-sectional study (N = 4,495) using child self-report measures and objective measures of physical activity, fasting cardiometabolic risk marker assessments, and anthropometry measurements found strong, graded associations between screen time and adiposity (Nightingale et al., 2017).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Nightingale et al., 2017 source
- Premisecitation
A Spanish study found that adolescents' academic performance was inversely related to their screen media use.
“In adolescence, a Spanish study found academic performance to be inversely related to screen media use (Peiró-Velert et al., 2014)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Peiró-Velert et al., 2014 source
- Premisecitation
Some digital tools, such as educational games, learn-to-read apps, and e-books, might improve early literacy in children.
“For example, promising research has indicated that digital educational games, learn-to-read apps, and electronic books may enhance children’s early literacy skills (Kucirkova, 2014; Neumann, 2014; M. Neumann & D. Neumann, 2014) and creative thinking abilities (Doron, 2017).”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Kucirkova, 2014 source
In “The First Wave of iPad Research” (page unavailable), Kucirkova reports a study in which 4-year-old boys’ reading ability increased after exposure to a digital picture book, while cautioning that the study could not separate the effects of format from method. The “Second Wave” section discusses literacy apps used by 5-year-olds but does not report that apps or digital educational games improved literacy skills. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Neumann, 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites M. Neumann & D. Neumann, 2014
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Screen media use near bedtime may cause physiological arousals that make it more difficult for children and adolescents to relax.
“cause physiological arousals that make it more difficult for children and adolescents to relax”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hersh, Sisti, Richiutti, & Schernhammer, 2015 source
The Discussion addresses screen light, melatonin suppression, and electronic-device use after lights out, but not physiological arousal or difficulty relaxing. Searches for those effects found no passage in our copy that addresses the claim. (LLM, conf=0.75)
Experimental — accuracy not yet measured
- Premisecitation
Emerging research has demonstrated bidirectional associations between screen media overuse and several variables including sleep, obesity, executive functioning, and internalizing/externalizing behaviors.
“Emerging research has demonstrated bidirectional associations between several variables, including sleep, obesity (Hashem et al., 2019), executive functioning, internalizing/externalizing behaviors, and screen media overuse.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hashem et al., 2019 source
The Associations between sedentary behaviours and BMI section reports an inverse association between videogame time and BMI in Kuwaiti adolescents, but no association for total screen time, TV viewing, or computer use. The Data handling and statistical analysis section describes regressions of sedentary behaviours against BMI; it does not establish bidirectional associations or assess screen media overuse. The citation is attached to obesity, not to the other variables in the citing sentence. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Premisecitation
Content type (prosocial/educational vs. violent) may contribute to the development of emotional/behavioral problems.
“the type of content (prosocial/educational content vs. violent content) may also contribute to the development of emotional/behavioral problems (Christakis et al., 2013).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Christakis et al., 2013 source
- Premisecitation
Screen media activities like video gaming may generate physiological arousal that alters the processing and shaping of child and adolescent neural networks.
“screen media activities like video gaming may generate physiological arousal that produces alterations in the processing and shaping of child and adolescent neural networks (Green, Li, & Bavelier, 2010).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Green, Li, & Bavelier, 2010 source
The Mechanisms section (p. 9) says video games are physiologically arousing and that arousal can modulate learning and task performance. It also proposes neural-network changes during game-related perceptual learning (pp. 11–12), but does not establish that arousal causes those changes or specifically describe the shaping of child and adolescent neural networks. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Increased caloric intake via cravings for unhealthy snack foods and sweetened drinks during TV watching and video game playing is a suggested mechanism for obesity.
“increased caloric intake via cravings for unhealthy snack foods and sweetened drinks during TV watching and video game playing (Borgogna et al., 2015)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Borgogna et al., 2015 source
- Premisecitation
Displacement of physical activity by increased screen-based sedentary lifestyle is a suggested mechanism for obesity.
“the displacement of physical activity by increased screen-based sedentary lifestyle (LeBlanc et al., 2015)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites LeBlanc et al., 2015 source
The Multivariable Analyses section reports that children with more screen time were less active and had greater waist circumference, which supports the associations behind the proposed mechanism. It does not establish or explicitly propose that screen time displaces physical activity, or that such displacement causes obesity. (LLM, conf=0.84)
Experimental — accuracy not yet measured
- Findingcitation
In children and adolescents, overuse of screen media is linked to poor sleep quality.
“Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems.”
- Also stated in: § Physical Health Outcomes · boosted
“Among children and adolescents, a strong and consistently reported association exists between screen media use and sleep problems, with even higher usage times and prevalences (Calamaro, Mason, & Ratcliffe, 2009).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Calamaro, Mason, & Ratcliffe, 2009 source
- Also stated in: § Physical Health Outcomes · boosted
- Findingnone given
In children and adolescents, overuse of screen media is linked to increased externalizing problems.
“Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems.”
Quote in the paperSubstantial claim - Findingcitation
In children and adolescents, overuse of screen media is linked to lower executive functioning.
“Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems.”
- Also stated in: § Adverse Cognitive Outcomes · plain
“In contrast, studies have also supported adverse consequences of screen media use on several cognitive domains, including sensorimotor development, executive functioning, and academic outcomes (Suggate & Martzog, 2021; Liu et al., 2020).”
Quote in the paperSubstantial claim0 of 2 sources checked - Also stated in: § Adverse Cognitive Outcomes · plain
- Findingcitation
In children and adolescents, overuse of screen media is linked to poorer academic performance.
“Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems.”
- Also stated in: § Adverse Cognitive Outcomes · boosted
“Addressing academic outcomes, studies across several age groups have demonstrated negative effects of screen media use.”
Quote in the paperSubstantial claim - Also stated in: § Adverse Cognitive Outcomes · boosted
- Findingnone given
In children and adolescents, overuse of screen media is linked to a greater likelihood of overweight or obesity.
“Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems.”
Quote in the paperSubstantial claim - Findingcitation
In children and adolescents, overuse of screen media is linked to increased internalizing problems.
“Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems.”
- Also stated in: § Emotional/Behavioral Problems · boosted
“A growing body of research has demonstrated the relationship between screen use and internalizing behavior problems, including depression, anxiety, suicidal thoughts and behaviors, feelings of loneliness, and low self-esteem.”
Quote in the paperSubstantial claim - Also stated in: § Emotional/Behavioral Problems · boosted
- Findingnone given
In children and adolescents, overuse of screen media is linked to shorter sleep duration.
“Screen media overuse is associated with poor sleep quality, shorter sleep duration, greater likelihood for overweight/obesity, lower executive functioning, poorer academic performance, and increased internalizing and externalizing problems.”
Quote in the paperSubstantial claim - Premisecitation
In Thai infants, higher screen media exposure predicted 28 fewer minutes of total sleep per day.
“Longitudinal analyses of United States (Cespedes et al., 2014) and Thai (Vijakkhana, Wilaisakditipakorn, Ruedeekhajorn, Pruksananonda, & Chonchaiya, 2015) infants demonstrated similar results, with greater screen media exposure predictive of 7 and 28 min fewer total sleep per day, respectively.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Vijakkhana, Wilaisakditipakorn, Ruedeekhajorn, Pruksananonda, & Chonchaiya, 2015 source
- Interpretationcitation
Bidirectional associations may exist between screen media overuse and outcomes.
“Bidirectional associations may exist.”
- Also stated in: § Physical Health Outcomes · hedged
“Although most research has focused on the potential negative impact of screen media use on sleep, the relationship may be bidirectional.”
Quote in the paperSubstantial claim - Also stated in: § Physical Health Outcomes · hedged
- Premisecitation
In that study, less sleep was linked to more screen time later, particularly TV viewing.
“In a longitudinal study of Australian children, Magee, Lee, & Vella (2014) found that not only does increased screen media use predict shorter sleep duration, but also shorter sleep duration was associated with increased subsequent screen time, especially for television (TV) viewing.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Magee, Lee, & Vella (2014) source
- Premisecitation
Several studies of high school students found positive links between depression/anxiety symptoms and greater Internet use.
“Multiple studies with high school students have shown positive associations between depression and anxiety symptoms and increased use of both mobile phones (Demirci, Akgönül, & Akpinar, 2015) and the Internet (Jenaro, Flores, Gómez-Vela, González-Gil, & Caballo, 2007).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Jenaro, Flores, Gómez-Vela, González-Gil, & Caballo, 2007 source
- Premisecitation
Those same digital tools might also improve children's creative thinking.
“For example, promising research has indicated that digital educational games, learn-to-read apps, and electronic books may enhance children’s early literacy skills (Kucirkova, 2014; Neumann, 2014; M. Neumann & D. Neumann, 2014) and creative thinking abilities (Doron, 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Doron, 2017 source
- Premisecitation
Extensive screen media use may negatively impact self-esteem.
“self-esteem may be negatively impacted by extensive screen media use (Ha, Chin, Park, Ryu, & Yu, 2008).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ha, Chin, Park, Ryu, & Yu, 2008 source
- Interpretationreasoning
The relationship between screen media use and loneliness is likely bidirectional.
“Thus, the relationship between screen media use and loneliness is likely bidirectional.”
Quote in the paperSubstantial claim - Premisecitation
These changes were mediated by reductions in dietary energy intake.
“These changes persisted for 2 years and were mediated by reductions in dietary energy intake.”
Quote in the paperNot a substantial claim - Premisecitation
Two nationally representative surveys of U.S. adolescents since the 1990s showed a sharp rise in depressive symptoms and suicide-related outcomes.
“Data from two nationally representative surveys on U.S. adolescents since the 1990s revealed a stark increase in depressive symptoms and suicide-related outcomes (Twenge, Joiner, Rogers and Martin, 2018) because of the rise in media use and the subsequent decline in engagement in nonmedia-related activities.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Twenge, Joiner, Rogers and Martin, 2018 source
- Interpretationreasoning
Poor academic outcomes might be confounded by reduced attention and focus from multitasking, not only by screen media overuse.
“however, adverse academic outcomes may be confounded by the poorer attention and focus from multitasking behaviors rather than solely from screen media overuse, and more research is necessary to tease out this relationship.”
Quote in the paperSubstantial claim - Interpretationcitation
There are inconsistent results between screen media use and externalizing behavior.
“Nevertheless, other researchers have found inconsistent results between screen media use and externalizing behavior.”
- Also stated in: § IMPLICATIONS · plain
“there continues to be conflicting data with regard to externalizing behavior”
Quote in the paperSubstantial claim - Also stated in: § IMPLICATIONS · plain
- Premisecitation
An expanding body of research links screen use to internalizing problems such as depression, anxiety, suicidal thoughts and behaviors, loneliness, and low self-esteem.
“A growing body of research has demonstrated the relationship between screen use and internalizing behavior problems, including depression, anxiety, suicidal thoughts and behaviors, feelings of loneliness, and low self-esteem.”
Quote in the paperSubstantial claim - Premisecitation
Research also supports harmful effects of screen media use on cognitive domains such as sensorimotor development, executive functioning, and academic performance.
“In contrast, studies have also supported adverse consequences of screen media use on several cognitive domains, including sensorimotor development, executive functioning, and academic outcomes (Suggate & Martzog, 2021; Liu et al., 2020).”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationcitation
That rise in depressive symptoms and suicide-related outcomes was attributed to increased media use and decreased participation in nonmedia activities.
“Data from two nationally representative surveys on U.S. adolescents since the 1990s revealed a stark increase in depressive symptoms and suicide-related outcomes (Twenge, Joiner, Rogers and Martin, 2018) because of the rise in media use and the subsequent decline in engagement in nonmedia-related activities.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Twenge, Joiner, Rogers and Martin, 2018 source
- Premisecitation
In Latino toddlers, screen media use at 21 months is significantly associated with aggressive behavior and overall externalizing problems at 33 months.
“A longitudinal cohort study of Latino toddlers yielded similar results, with screen media use at 21 months significantly associated with aggressive behavior and overall externalizing problems at 33 months (Tomopoulos et al., 2007).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Tomopoulos et al., 2007 source
- Interpretationreasoning
It is possible that the content being viewed, rather than overuse itself, is associated with externalizing symptomology in children.
“making it possible that it is the content being viewed, rather than overuse itself, that is associated with externalizing symptomology in children.”
Quote in the paperSubstantial claim - Interpretationreasoning
Screen media use appears to have significant but indirect effects on academic outcomes.
“Thus, there are significant, albeit indirect, effects of screen media use on academic outcomes.”
Quote in the paperSubstantial claim - Premisecitation
Young children who viewed fast-paced, fantastical educational programs showed lower executive functioning than controls who played or watched a slow, realistic show.
“A study found that young children who watched fast-paced, fantastical shows intended to be educational had lower executive functioning than children in a control group who either played or watched a slow, realistic show (Lillard, Drell, Richey, Boguszewski, & Smith, 2015).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Lillard, Drell, Richey, Boguszewski, & Smith, 2015 source
- Premisecitation
Longitudinal cohort studies showed a strong dose-response link between daily TV viewing time and overweight prevalence in children aged 10 to 15.
“Longitudinal cohort studies revealed similar results, indicating a strong, dose−response relationship between television viewing time per day and the prevalence of overweight in children aged 10−15 years (Robinson et al., 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Robinson et al., 2017 source
- Premisecitation
Compared with controls, children and families who received screen time reduction interventions showed significant decreases in TV/computer use and BMI.
“A later study found that children and families receiving screen time reduction interventions demonstrated significant decreases in television viewing/computer use and BMI compared with controls.”
Quote in the paperSubstantial claim - Premisecitation
In a school-based randomized trial with elementary students, the intervention group had statistically significant reductions in TV viewing.
“Although body mass index (BMI) increases were observed in both groups over the school year, there were statistically significant decreases in TV viewing and significantly slower relative increases in BMI in the intervention group (Robinson, 1999).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Robinson, 1999 source
- Premisecitation
Among Chinese students, higher loneliness scores on the UCLA Loneliness Scale are associated with greater likelihood of addictive smartphone use.
“A study conducted on Chinese students demonstrated that those who scored higher in loneliness on the UCLA Loneliness Scale were more likely to demonstrate addictive use of their smartphones (Bian & Leung, 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bian & Leung, 2015 source
- Study design and conductnone given
A considerable number of studies have not adjusted for violent content as a potential confounder.
“a considerable number have not adjusted for violent content as a potential confounder”
Quote in the paperSubstantial claim - Premisecitation
Screen media use is positively associated with loneliness.
“recent research has demonstrated the positive association between the use of screen media and loneliness (Caplan, 2007; Kim, LaRose, & Peng, 2009).”
Quote in the paperNot a substantial claim0 of 2 sources checked - Interpretationreasoning
The directionality of the association between self-esteem and screen media use is unclear.
“Therefore, the directionality of the association between self-esteem and screen media use is unclear”
Quote in the paperSubstantial claim - Premisecitation
Short sleep duration and insomnia partially mediated the link between mobile phone use and depressive symptoms.
“However, these associations were partially mediated by short sleep duration and insomnia, suggesting that the effects of mobile screen media use on mental health may result, at least in part, from the direct effect of sleep disturbances.”
Quote in the paperSubstantial claim - Premisecitation
Among adolescents, frequent media multitasking was linked to worse executive functioning, particularly working memory, inhibition, and task switching.
“In adolescents, frequent media multitasking was found to be negatively associated with executive functioning, specifically working memory, inhibition, and the ability to shift between tasks (Baumgartner, Weeda, van der Heijden, & Huizinga, 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Baumgartner, Weeda, van der Heijden, & Huizinga, 2014 source
- Premisecitation
These changes persisted for 2 years.
“These changes persisted for 2 years and were mediated by reductions in dietary energy intake.”
Quote in the paperNot a substantial claim - Premisecitation
A longitudinal study of Australian children found that more screen media use predicted shorter sleep duration.
“In a longitudinal study of Australian children, Magee, Lee, & Vella (2014) found that not only does increased screen media use predict shorter sleep duration, but also shorter sleep duration was associated with increased subsequent screen time, especially for television (TV) viewing.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Magee, Lee, & Vella (2014) source
- Interpretationnone given
The specific mechanisms of action through which screen media overuse acts on physical, cognitive, and behavioral consequences in children and adolescents are not well understood.
“To date, the specific mechanisms of action through which screen media overuse acts on physical, cognitive, and behavioral consequences in children and adolescents are not well understood”
Quote in the paperSubstantial claim - Interpretationcitation
Mobile screen media use may affect mental health partly through sleep disturbances.
“However, these associations were partially mediated by short sleep duration and insomnia, suggesting that the effects of mobile screen media use on mental health may result, at least in part, from the direct effect of sleep disturbances.”
Quote in the paperSubstantial claim - Interpretationcitation
The relationship between screen media use and sleep duration may be bidirectional.
“Although most research has focused on the potential negative impact of screen media use on sleep, the relationship may be bidirectional.”
- Also stated in: § Results: · hedged
“Bidirectional associations may exist.”
Quote in the paperSubstantial claim - Also stated in: § Results: · hedged
- Premisecitation
In that trial, the intervention group had significantly slower relative increases in BMI.
“Although body mass index (BMI) increases were observed in both groups over the school year, there were statistically significant decreases in TV viewing and significantly slower relative increases in BMI in the intervention group (Robinson, 1999).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Robinson, 1999 source
- Premisecitation
In 11,831 adolescents from the Shandong Adolescent Behavioral and Health Cohort, using a mobile phone more than 2 hours daily on weekdays and 5 hours on weekends was linked to depressive symptoms.
“More recently, a sample of 11,831 adolescents from the Shandong Adolescent Behavioral and Health Cohort (Liu et al. 2019) found that mobile phone use of over 2 hr/day on weekdays and 5 hr/day on weekends were associated with depressive symptoms.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Liu et al. 2019 source
- Premisecitation
A small number of randomized controlled trials have shown that reducing screen time in community settings directly reduces weight gain in children.
“A few randomized controlled trials have found direct causal effects of reducing screen time in community settings on reducing weight gain in children.”
Quote in the paperNot a substantial claim - Interpretationreasoning
The two-way link between screen use and sleep might arise because less sleep causes tiredness and lower energy, which encourages sedentary activities such as screen media use.
“This reciprocal relationship may be due to shorter sleep, leading to tiredness, fatigue, and reduced energy, and promoting engagement in sedentary behaviors, including screen media use.”
Quote in the paperNot a substantial claim - Interpretationcitation
Screen media use might affect cognitive outcomes in children and adolescents both positively and negatively.
“For children’s and adolescents’ cognitive outcomes, screen media use may have both positive and negative consequences.”
Quote in the paperSubstantial claim - Premisecitation
Epidemiological research has consistently found significant positive links between screen media use and obesity.
“In addition, epidemiological studies have consistently demonstrated significant positive associations between screen media use and obesity.”
Quote in the paperSubstantial claim - Premisecitation
Sleep is a significant mediator of the relationship between internalizing and externalizing behavior and screen media use.
“Increasingly, literature has found sleep to be a significant mediator of the relationship between internalizing and externalizing behavior and screen media use.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Palmer & Alfano, 2017 source
- Interpretationnone given
Screen media overuse has repeatedly been shown to negatively impact health outcomes, especially among children and adolescents.
“screen media overuse has repeatedly been shown to negatively impact health outcomes, especially among children and adolescents.”
Quote in the paperSubstantial claim - Study design and conductcitation
Considerable screen media research relies on parental or youth self-report, seldom both parents and youth or other sources such as teachers, making data susceptible to substantial inaccuracies and biases.
“considerable research currently relies on parental or youth self-report, but seldom by both parents and youth, or by other sources such as teachers, rendering the data susceptible to substantial inaccuracies and biases (Marshall, Gorely, & Biddle, 2006).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Marshall, Gorely, & Biddle, 2006 source
- Interpretationreasoning
There are potential bidirectional relationships between screen media overuse and the adverse outcomes discussed in this review.
“potential bidirectional relationships shared with the adverse outcomes discussed in this review”
Quote in the paperSubstantial claim - Premisecitation
Exposure to advertisements of calorie-dense foods with low nutritional value is a suggested mechanism for obesity.
“exposure to advertisements of calorie-dense foods with low nutritional value (Robinson et al., 2017)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Robinson et al., 2017 source
- Premisecitation
Current guidelines for screen media use conflict.
“Currently, the guidelines for screen media use conflict.”
- Also stated in: § IMPLICATIONS · plain
“the AAP states that parents should place limits on time spent on-screen media use to ensure it does not displace time for adequate sleep and physical activity for children aged > 6 years (Pediatrics); the Australian 24-hr Movement Guidelines, meanwhile, state screen time should be limited to no more than 2 hr/day.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Pediatrics
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- cites Australian 24-hr Movement Guidelines
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Also stated in: § IMPLICATIONS · plain
- Study design and conductnone given
There are wide array of methodological limitations in screen media research to date.
“Given the wide array of methodological limitations that exist in screen media research to date”
Quote in the paperSubstantial claim - Premisecitation
Because sleep is significantly related to mood regulation, children and adolescents with sleep disruptions due to screen media use may be more likely to have anxious, depressive, withdrawn, aggressive, and oppositional behavior.
“Because sleep is significantly related to mood regulation, children and adolescents with sleep disruptions because of screen media use may face a greater likelihood of anxious, depressive, withdrawn, aggressive, and oppositional behavior (Palmer & Alfano, 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Palmer & Alfano, 2017 source
- Interpretationnone given
Growing evidence suggests that screen media overuse has adverse effects on a wide range of physical, cognitive, and emotional/behavioral problems.
“growing evidence also suggests that overuse has adverse effects on a wide range of physical, cognitive, and emotional/behavioral problems.”
Quote in the paperNot a substantial claim
- May combine two claims. 10
- The quote only partly states this claim. 1
- Classified as probably not a substantial claim. 6
May combine two claims.
PremisecitationIn a cohort of 6,595 U.S. adolescents, social media use is associated with increased risk of comorbid internalizing and externalizing problems but not with externalizing symptoms alone.
“Among a cohort of 6,595 U.S. adolescents, Riehm et al. (2019) found that although social media use is associated with increased risk of comorbid internalizing and externalizing problems, it shares no association with externalizing symptoms alone.”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Riehm et al., 2019 source
May combine two claims. The quote only partly states this claim.
PremisecitationChildren/adolescents with decreased sleep quality/quantity, lowered self-regulation/executive functioning, depression/anxiety symptoms, loneliness, decreased self-esteem, interpersonal skills, and increased impulsivity/attention problems may spend more time on screen media devices, which further exacerbates existing problems.
“Several studies have found that children/adolescents with decreased sleep quality/quantity (Magee et al., 2014), lowered self-regulation/overall executive functioning (Cliff, Howard, Radesky, McNeill, & Vella, 2018), symptoms of depression, anxiety (Houghton et al., 2018), and loneliness (Kim et al., 2009), decreased self-esteem (Ehrenberg et al., 2008), interpersonal skills (Poulain et al., 2018)”
Quote in the paperNot a substantial claim1 of 3 sources checked- cites Magee et al., 2014 source
- cites Cliff, Howard, Radesky, McNeill, & Vella, 2018 source
- cites Houghton et al., 2018 source
Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationSeveral factors may shape the positive cognitive effects of screen media, including the child's age, the quality and type of interactive media, and guidance from parents or teachers.
“Emerging data suggest that these positive cognitive benefits may be influenced by several factors, including the age of the child (Anderson, Subrahmanyam, & Cognitive Impacts of Digital Media Workgroup, 2017), quality and kind of interactive media, and type of guidance provided by parents and/or teachers (M. Neumann & D. Neumann, 2014).”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
InterpretationcitationThe link between TV viewing and higher BMI might be explained by commercials for energy-dense, nutrient-poor foods and by snacking while watching TV.
“Interestingly, TV viewing is most consistently associated with increased BMI (Bickham, Blood, Walls, Shrier, & Rich, 2013; Falbe et al., 2013), possibly because of the influence of TV commercials that advertise energy-dense, micronutrient-poor foods, and excessive snacking while watching TV.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe American Academy of Pediatrics holds that screen media use is an important contributor to the global obesity epidemic among children and adolescents.
“According to the American Academy of Pediatrics (AAP), screen media use plays an important role in the current global child and adolescent obesity epidemic (Communications & Media, 2011).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Communications & Media, 2011
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationIn U.S. toddlers, increased TV exposure before age 3 is associated with attentional problems at school age; a one standard deviation increase in TV viewing time is associated with a 28% increase in the probability of attentional problems at age 7.
“In a longitudinal study of U.S. toddlers, increased TV exposure before the age of 3 years was associated with attentional problems at school age, with a one standard deviation increase in TV viewing time associated with a 28% increase in the probability of attentional problems at age 7 years (Christakis, Zimmerman, DiGiuseppe, & McCarty, 2004).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Christakis, Zimmerman, DiGiuseppe, & McCarty, 2004 source
May combine two claims.
Study design and conductcitationSome studies linking screen media to overweight/obesity failed to control for race/ethnicity or socioeconomic status, which could leave confounding.
“However, several of these studies did not adjust for race/ethnicity or socioeconomic status, key roles in overweight/obesity, potentially leading to uncontrolled confounding (Wang & Zhang, 2006; Whitaker & Orzol, 2006).”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationIn adolescence, screen media use is linked with conduct disorders, ADHD symptoms, aggression, and delinquency.
“These effects have also been observed during adolescence, in which screen media use is linked with conduct disorders (Galica, Vannucci, Flannery, & Ohannessian, 2017), attention deficit hyperactivity disorder symptoms, aggression, and delinquency (Holtz & Appel, 2011).”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationCompensatory media use exacerbates loneliness by increasing isolation and negatively reinforcing the behavior.
“this compensatory use of media only serves to exacerbate these feelings of loneliness by increasing isolation and negatively reinforcing the behavior (Kim et al., 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Kim et al., 2009 source
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe displacement hypothesis suggests that excessive media exposure may influence learning and thereby affect cognition.
“The displacement hypothesis suggests the mechanism through which excessive media exposure may influence learning and thereby affect cognition (Huston, Wright, Marquis, & Green, 1999).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Huston, Wright, Marquis, & Green, 1999 source
Probably not a substantial claim: may not pass S4 (based).
Interpretationnone givenChildhood and adolescence are critical windows of development during which youth may be particularly susceptible to negative social, psychological, and biological effects of screen media use.
“Childhood and adolescence are critical windows of development during which youth may be particularly susceptible to the negative social, psychological, and biological effects of screen media use”
Quote in the paperNot a substantial claimMay combine two claims.
InterpretationreasoningThese sleep problems lead to reduced total sleep time, longer sleep latency, later bedtimes, altered sleep architecture, and overall poor sleep quantity and quality.
“In turn, these problems lead to reduced total sleep time, longer sleep latency, later bedtimes, and altered sleep architecture, thereby contributing to overall poor sleep quantity and quality.”
Quote in the paperSubstantial claimMay combine two claims.
Study design and conductnone givenCurrent research widely uses cross-sectional, survey, correlational, and observational study designs, raising issues of duration of findings and temporal precedence.
“Another limitation widely existing in current research is the use of cross-sectional, survey, correlational, and observational study designs, raising issues of duration of findings and temporal precedence.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationScreen media use, being highly reinforcing and low in cognitive complexity, displaces academic behaviors such as studying, material preparation, and class attendance.
“It proposes that screen media use, a highly reinforcing activity that is low in cognitive complexity, displaces academic behaviors, such as studying, material preparation, and class attendance.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Huston, Wright, Marquis, & Green, 1999 source
Probably not a substantial claim: may not pass S4 (based).
Interpretationnone givenChildren and adolescents are most susceptible to the harmful effects of screen media.
“Although children and adolescents are most susceptible to the harmful effects of screen media”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S4 (based).
InterpretationreasoningPhysical, cognitive, and behavioral outcomes potentially caused by screen media use can have far-reaching effects carrying into adulthood and later life.
“the physical, cognitive, and behavioral outcomes potentially caused by screen media use can have far-reaching effects carrying into adulthood and later life”
Quote in the paperNot a substantial claim
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Self-citationEvening media exposure reduces night-time sleep
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Association of Trajectory and Covariates of Children’s Screen Media Time
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Self-citationScreen-Based Behaviors of Children and Cardiovascular Risk Factors
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Muppalla, S. K., Vuppalapati, S., Reddy Pulliahgaru, A., & Sreenivasulu, H. (2023) · Cureus · doi:10.7759/cureus.40608 · Cited by 284 · see citing works
Childhood sleep: physical, cognitive, and behavioral consequences and implications
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“Many factors contribute to the rise of obesity, including screen media overuse [23], lack of exercise [23], and obesogenic diet [24].”
Self-citationArtificial intelligence for teaching and learning in schools: The need for pedagogical intelligence
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The impact of childhood emotional maltreatment on adolescent insomnia: a chained mediation model
Shen, Q., Wang, H., Liu, M., Li, H., Zhang, T., Zhang, F., Wang, S., Liu, Y., & Deng, L. (2025) · BMC Psychology · doi:10.1186/s40359-025-02803-z · Cited by 15 · see citing works
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“This initial SDD stage is indicative of the potential risks to neurological development and well-being of the children (Felix et al., 2021; Liu, 2021; Mineshita Y et al., 2021; Vohr et al., 2021).”
InfluentialLeonhardt, C., Danielsen, D., & Andersen, S. (2025) · Children and Youth Services Review · doi:10.1016/j.childyouth.2025.108508 · Cited by 12 · see citing works
Dai, Y., & Ouyang, N. (2026) · Humanities and Social Sciences Communications · doi:10.1057/s41599-026-06609-1 · Cited by 21 · see citing works
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Digital Devices and Cognitive Functions in Children
Karkashadze, G. A., Namazova-Baranova, L. S., Vishneva, Е. A., Sergeeva, N. Е., Gogberashvili, T. Y., Ulkina, N. A., Kaytukovа, E. V., Kratko, D. S., Эдуардовна, К. С., Sadilloeva, S. H., et al. (2022) · Вопросы современной педиатрии · doi:10.15690/vsp.v20i6.2357 · Cited by 14 · see citing works
Wu, H. T., Li, J., & Tsurumi, A. (2024) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-023-00688-7 · Cited by 8 · see citing works
“…depression and inattention problems, depression, anxiety, and poor self-esteem [7, 9, 10, 35–38]; and on cognitive functioning, including language development [39], executive and academic performance [9, 33], attention span [40], and hindered social interactions from a sedentary lifestyle [41].”
BackgroundBallesteros-Holmes, J., Teague, M. S., & Derouin, A. L. (2024) · Journal of Pediatric Health Care · doi:10.1016/j.pedhc.2024.05.006 · Cited by 6 · see citing works
Variables asociadas al uso de pantallas al término de la primera infancia
Ortiz-de-Villate, C., Flores, J. G., & Rodríguez-Santero, J. (2023) · Pixel-Bit Revista de Medios y Educación · doi:10.12795/pixelbit.96225 · Cited by 11 · see citing works
Yue, Z., Bickham, D. S., Hunt, E. A., Schwamm, S., & Rich, M. (2024) · Behaviour and Information Technology · doi:10.1080/0144929x.2024.2374895 · Cited by 9 · see citing works
“…rule strategies, adolescents’ perceptions of rule restrictiveness and various indicators of media overuse, such as dysregulated media engagement, interference with other activities, and media-related physical symptoms (Liu et al. 2022; Gui and Buchi 2021; Neophytou, Manwell, and Eikelboom 2021).”
InfluentialNygaard, M. K., Olsen, M. F., Thomsen, M. M. W., Hadi, N. H. A., Trans, K. L., Horwood, S., & Flensborg‐Madsen, T. (2025) · BMJ Open · doi:10.1136/bmjopen-2025-103198 · Cited by 5 · see citing works
“There is evidence to suggest that screen use may have adverse effects on children’s psychological development, 8–20 underscoring the need to better understand childhood screen use as a potential public health concern.”
Digital Media Use and Screen Time Exposure Among Youths: A Lifestyle-Based Public Health Concern
Khanani, M. I., Khan, M. R., Farooqi, M. F., Fazal, J., Aabideen, Z., & Kuwaiti, N. A. (2025) · Cureus · doi:10.7759/cureus.88373 · Cited by 19 · see citing works
“On the beneficial side, educational media tools such as e-books and reading apps may enhance early literacy skills and promote creative thinking [75].”
Cohen, D. A., Zarr, R., Estrada, E. L., Zhong, H., & Han, B. (2024) · Preventive Medicine · doi:10.1016/j.ypmed.2024.108184 · Cited by 5 · see citing works
Safe Use of Screen Time Among Adolescents: A Randomized Controlled Study of the Efficacy of Yoga
Mona, M., Kumari, S., Anand, N., & Sharma, M. K. (2024) · Cureus · doi:10.7759/cureus.71335 · Cited by 6 · see citing works
Vabø, K. B., Aadland, K. N., Okely, A. D., Pesce, C., & Aadland, E. (2025) · BMC Public Health · doi:10.1186/s12889-025-24605-z · Cited by 4 · see citing works
“Moreover, while we did not assess content and context of screen time, several systematic reviews have showed beneficial associations for certain aspects/types of screen time with cognitive and/or academic-related outcomes [19, 30].”
Screen Time and Behaviour in Preschool-Aged Children: Relationships With Caregiver Perceptions
Axelsson, E. L., Metse, A. P., Nanthakumar, S., Paech, G. M., Quinn, A. A., Purcell, K., Asis, A., & Robbins, I. (2025) · Australasian Journal of Early Childhood · doi:10.1177/18369391251376711 · Cited by 7 · see citing works
“However, the fi ndings vary (e.g., Liu et al., 2022), and few studies focus on preschoolers.”
InfluentialDigital Exposure in Early Childhood: Health Risks and Protective Strategies During Remote Learning
Єлізарова, О. Т., Stankevych, T. V., Парац, А., Yelizarov, V., Puzanovа, О. G., Lebedynets, N., & Hozak, S. V. (2025) · INQUIRY The Journal of Health Care Organization Provision and Financing · doi:10.1177/00469580251390766 · Cited by 5 · see citing works
Zhao, J., Cui, N., Li, Y., Wang, G., Hu, S., Hao, Y., & Liu, J. (2025) · Pediatric Research · doi:10.1038/s41390-025-03944-y · Cited by 4 · see citing works
Self-citationJain, S., Trinesh, R., Vijayasarthy, S., Singh, S. S., Dangi, A., & Jain, C. (2025) · The Egyptian Journal of Otolaryngology · doi:10.1186/s43163-025-00754-1 · Cited by 5 · see citing works
Unplugging the threat: how internet addiction among adolescents undermines learning behavior
Islam, M. R. (2024) · SN Social Sciences · doi:10.1007/s43545-024-00966-x · Cited by 4 · see citing works
“Moreover, being constantly immersed in the online world can contribute to social isolation, depriving adolescents of important face-to-face interactions crucial for their emotional and intellectual development (Liu et al. 2022).”
Effects of sensory overstimulation in postpartum rats
Porras, A., Rodney‐Hernández, P., Nguyen, C. P., & Rincón‐Cortés, M. (2024) · Physiology & Behavior · doi:10.1016/j.physbeh.2024.114547 · Cited by 4 · see citing works
Zhang, J., Chen, Z., Triatin, R. D., Snieder, H., Thio, C. H. L., & Hartman, C. A. (2024) · Epidemiology and Psychiatric Sciences · doi:10.1017/s2045796024000593 · Cited by 3 · see citing works
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“However, studies have found that non-mediated, non-educational and antisocial content have adverse effects on young children’s development, as well as excessive screen use (Hutton et al., 2020; Liu et al., 2022; Rocha & Nunes, 2020; Wu et al., 2014).”
Gupta, N. (2023) · Journal of Applied Sciences and Clinical Practice · doi:10.4103/jascp.jascp_40_22 · Cited by 5 · see citing works
A systematic review on the eating behaviors of youth exceeding electronic device recommendations
Coleman, A., Neumann, D., Cole, A. S., Brady, C., Park, A., Odisho, J., Moschke, K., & Nauts, L. (2025) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1649571 · Cited by 3 · see citing works
Amin, A., Mazhar, B., & Amin, S. (2025) · Mental Health and Digital Technologies · doi:10.1108/mhdt-01-2025-0010 · Cited by 5 · see citing works
Lu, W., & Li, X. (2025) · Journal of Applied Developmental Psychology · doi:10.1016/j.appdev.2025.101861 · Cited by 3 · see citing works
Jackson, R. F., Meredith-Jones, K. A., Haszard, J. J., Galland, B. C., Morrison, S., Jaques, M. J. N., & Taylor, R. W. (2025) · Pediatric Obesity · doi:10.1111/ijpo.70050 · Cited by 3 · see citing works
“No rest for me tonight”: A social-ecological exploration of insomnia in rural Appalachian women
Moloney, M., Moga, D. C., Grandner, M. A., & Schoenberg, N. E. (2025) · Sleep Health · doi:10.1016/j.sleh.2025.04.009 · Cited by 3 · see citing works
The relationship between autism spectrum disorder and screen time in children: a literature review
Dilshad, A., Khan, M. H., Sujana, C. S., Ahsan, A., Mehta, F., -, Y. M., Singh, P. K., Verma, A., Singh, A. K., & Akbar, A. (2025) · Annals of Medicine and Surgery · doi:10.1097/ms9.0000000000003397 · Cited by 4 · see citing works
“The effects of screen-based devices on cognitive abilities in children are dual-faceted, with the potential to enhance education and learning, as evidenced by the positive impact of electronic books and reading applications [ 8-10 ] .”
Wieprecht, J., Gomes, D., Vitale, F. M., Manai, S. K., Shamas, S., Müller, M., Baethmann, M., Tengler, A. I., Riley, R., Mandilaras, G., et al. (2025) · Children · doi:10.3390/children12050576 · Cited by 3 · see citing works
“Excessive media use can also lead to sleep disorders, poorer school performance, and behavioral problems [29].”
Ciaușescu, A., Merz, E., Bekkers, R., & de Wit, A. (2025) · Computers & Education · doi:10.1016/j.compedu.2025.105325 · Cited by 4 · see citing works
Bediou, B., & Wac, K. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-818872-9.00190-4 · Cited by 3 · see citing works
Zheng, J., Berg, E., Byrne, M. L., & Rakesh, D. (2025) · Journal of Adolescence · doi:10.1002/jad.70069 · Cited by 3 · see citing works
“Moreover, many of these studies tend to focus on either overall cognitive function (e.g., Liu et al. 2022; Rey et al. 2020) or few specific cognitive domains (e.g., Bediou et al. 2018; Rakimahwati and Roza 2020), overlooking the possibility that different modifiable lifestyle factors may have…”
Sain, D., Demirci, H., & Bilge, Y. (2026) · Psicologia Reflexão e Crítica · doi:10.1186/s41155-026-00381-6 · Cited by 3 · see citing works
“Physical, cognitive, and behavioral problems that may develop due to excessive screen exposure can occur in this age group and may become chronic over time (Lis-sak, 2018; Liu et al., 2022).”
Toth, C., Osser, B., Osser, G., Bondar, L. I., Fazakas, R., Paşcalău, N. A., Suciu, R. N., Toderescu, C. D., & Dogaru, B. G. (2026) · Children · doi:10.3390/children13010157 · Cited by 4 · see citing works
“As children mature, increasing cognitive control, autonomy, and diversification of language-learning contexts may partially buffer against the effects of excessive digital exposure [12,61].”
Hesketh, K. R., & Dodd, H. F. (2026) · BMJ Open · doi:10.1136/bmjopen-2025-105101 · Cited by 3 · see citing works
“16 17 In addition, emerging evidence suggests that volume of screen time may be important: higher levels of screen time (>1 hour/day) in USA 2–5 years old were shown to be associated with decreased psychological well-being, including less curiosity and self-control, lower emotional stability and…”
Parker, M. A., Harton, M. R., Mattey-Mora, P. P., & Streck, J. M. (2025) · BMC Public Health · doi:10.1186/s12889-025-25956-3 · Cited by 4 · see citing works
“These results align with research linking higher screen exposure to mental health concerns, including decreased self-esteem, increased stress, and poorer emotional regulation [10, 12].”
Carvalho, C., & Ravindran, N. (2025) · Journal of Research on Adolescence · doi:10.1111/jora.70125 · Cited by 2 · see citing works
“Empirical evidence suggests that cognitive performances are associated with time spent using screens (Liu et al., 2022; Madigan et al., 2019; Neophytou et al., 2021).”
Screen-time exposure and modality-specific working memory capacity in adolescents
Sarvajna, D. H., Winston, J. S., Puttanna, D., Odeyar, S., Ravindran, R., Kumar, K. V. S., & Vettil, A. K. (2025) · International Journal of Adolescent Medicine and Health · doi:10.1515/ijamh-2025-0148 · Cited by 3 · see citing works
“Studies highlight potential long-term health risks linked to excessive screen use in children, raising an important public health issue [4].”
Kersalé, M., Hong, Q. N., Richard, T., Cabrol, C. K., Guevel, A., Fily, E., Tisserand, G., Brochard, S., Pomey, M., & Pons, C. (2025) · JMIR Rehabilitation and Assistive Technologies · doi:10.2196/73068 · Cited by 2 · see citing works
“Additional concerns were raised about increased screen time and the associated risks of excessive exposure in children [67].”
Association Between Smartphone Attachment and Mental Health in Adolescents
Liu, X., Huang, L., McIntosh, C. W., Liu, J., & McDonald, C. C. (2025) · Journal of Child and Adolescent Psychiatric Nursing · doi:10.1111/jcap.70030 · Cited by 3 · see citing works
Self-citationZhang, Z., & Wu, D. (2025) · Early Education and Development · doi:10.1080/10409289.2025.2496378 · Cited by 2 · see citing works
“Additionally, PDU adversely impacts mental health, resulting in both internalizing disorders, such as anxiety and depression, and externalizing problems, including aggression (Liu et al., 2022).”
Bekar, P., & Efe, E. (2025) · Archives of Psychiatric Nursing · doi:10.1016/j.apnu.2025.151854 · Cited by 2 · see citing works
Development and Validation of a Screen Fatigue Scale
Ocak, G., GÜNHAN, R., Uzun, A. M., & KARAKUYU, A. (2023) · Participatory Educational Research · doi:10.17275/per.23.53.10.3 · Cited by 2 · see citing works
Onorati, L., Papantoniou, G., Koletzko, B., Mazur, A., Karafyllidou, D. K., Baraldi, E., & Reali, L. (2026) · Acta Paediatrica · doi:10.1111/apa.70695 · Cited by 2 · see citing works
Liu, M., Guo, Y., Chong, Y.-Y., & Khoo, S. (2026) · International Journal of Human-Computer Interaction · doi:10.1080/10447318.2026.2676179 · Cited by 1 · see citing works
Subbarao, A., Salman, A., & Farhana, K. (2026) · Societies · doi:10.3390/soc16040131 · Cited by 1 · see citing works
Jang, W., Hong, M., Cheong, H.-K., & Oh, I.-H. (2026) · Acta Psychologica · doi:10.1016/j.actpsy.2025.106172 · Cited by 1 · see citing works
Mapping the Research Landscape of Internet Addiction and Attention Deficits
Othman, Z., Fadzil, N. A., Zakaria, W. N. A., & Wijaya, A. (2025) · Pakistan Journal of Psychological Research · doi:10.33824/pjpr.2025.40.4.44 · Cited by 1 · see citing works
Screen use in pediatric cancer patients: A hospital-based study.
Wang, S.-J., Sun, H., Shan, R., Cheng, F., Ge, J., Zhang, H., Zhang, Y., Zhu, Y.-H., & Cui, N.-X. (2025) · Journal of pediatric nursing · doi:10.1016/j.pedn.2025.11.030 · Cited by 1 · see citing works
ERGENLERİN DUYGUSAL VE PSİKOLOJİK İYİ OLUŞ DÜZEYLERİNİN İNCELENMESİ
Aslanyürek, D., & Demircioğlu, H. (2025) · Mehmet Akif Ersoy Üniversitesi Sosyal Bilimler Enstitüsü Dergisi · doi:10.20875/makusobed.1484208 · Cited by 1 · see citing works
Implementation of Social Media Initiative in 2 Middle Schools: Be Focused. Be Present. Be Somebody*
Gazmararian, J. A., Rivera, G., Douglas, S. C., et al. (2025) · Journal of School Health · doi:10.1111/josh.70020 · Cited by 1 · see citing works
Whitley, H., Calder‐Dawe, O., Timperio, A. F., et al. (2025) · Journal of Family Studies · doi:10.1080/13229400.2025.2491560 · Cited by 1 · see citing works
“(Mark’s mum) Screen-time overuse has been linked to a plethora of negative impacts (e.g. sleep, cognition, mental health) (Liu et al., 2022) with problematic social-media use considered a particularly acute risk during early adolescence (Montag et al., 2024).”
Chichinina, E., Almazova, O. V., & Veraksa, N. E. (2025) · Frontiers in Education · doi:10.3389/feduc.2025.1512556 · Cited by 3 · see citing works
Bulduk, M., Can, V., & Tüfekçi, F. G. (2025) · Journal of Health Sciences and Medicine · doi:10.32322/jhsm.1600766 · Cited by 1 · see citing works
Coda, A., Hawke, F., Santos, D., Stevenson, E., Gironès, X., Ruiz, X., Escalona‐Marfil, C., Sanson‐Fisher, R., & Fellas, A. (2025) · Discover Education · doi:10.1007/s44217-025-00450-5 · Cited by 1 · see citing works
“The escalating dependence on screens in the daily lives of adolescents and young adults has precipitated significant public health concerns, particularly in relation to cognitive, linguistic, communications skills, and socio-emotional development [27].”
Critical Generative AI Literacy in Education: Inter/National Perspectives from Teacher-Research
Singh, M. J., Niú, L., & Lǐ, X.-L. (2025) · Springer eBooks · doi:10.1007/978-3-031-99804-1_21 · Cited by 1 · see citing works
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Chamik, E. R. T., & Ramon, J. F. G. (2024) · Health Care & Global Health · doi:10.22258/hgh.2024.82.171 · Cited by 4 · see citing works
Sandoval, E. B., Billinghurst, M., & Cappuccio, M. L. (2024) · Cambridge University Press eBooks · doi:10.1017/9781009386708.017 · Cited by 1 · see citing works
Porras, A., Rodney‐Hernández, P., Jackson, J., Nguyen, C. H., & Rincón‐Cortés, M. (2024) · Scientific Reports · doi:10.1038/s41598-024-78928-9 · Cited by 1 · see citing works
“In humans, excessive screen exposure during childhood leads to robust changes in cognitive and behavioral function during adolescence and early adulthood that are linked to increased susceptibility to psychopathology 13,14,18,19,37 .”
Excessive Screen-Based Media Use and Its Relation to Sleep Pattern of School Age Children
Ali, H. (2024) · Trends in Nursing and Health Care Journal · doi:10.21608/tnhcj.2024.251014.1040 · Cited by 1 · see citing works
LITERATUR REVIEW: PENGARUH SCREEN TIME TERHADAP MASALAH PERILAKU ANAK
Simanjuntak, S. R. (2023) · Jurnal Keperawatan/Jurnal Keperawatan · doi:10.35790/j-kp.v11i1.48465 · Cited by 2 · see citing works
“Liu et al (2022) menyatakan bahwa peningkatan screen time berhubungan dengan peningkatan internalizing problem pada anak seperti depresi, cemas, pemikiran untuk bunuh diri, merasa kesepian, dan harga diri rendah.”
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“A U.S. study found that excessive use of screen media impairs sleep quality, increases the risk of obesity, and does not contribute to academic performance (J. Liu et al., 2021).”
BackgroundSeiradakis, E. V. (2023) · Communications in computer and information science · doi:10.1007/978-3-031-44581-1_12 · Cited by 1 · see citing works
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Problematic media use, screen time, and literacy-related motor skills in first-grade children
Yazıcı, M., Yıldız, Y., & Kıvrak, M. (2026) · Early Child Development and Care · doi:10.1080/03004430.2026.2737692
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Fostering empathy in early childhood: expressive virtual agents as educational facilitators
Jung, S., Kim, H., Jeong, S. Y., Lee, J. M., Li, X., Yoo, Y. J., & Park, S. H. (2026) · Behaviour and Information Technology · doi:10.1080/0144929x.2026.2729286
Chichinina, E., Yakushina, A. A., Dmitrieva, M., et al. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1843739
“In practice, screen time among children of this age averages approximately 3 h per day, with higher usage on weekends than on weekdays (Liu et al., 2022; Muppalla et al., 2023).”
Fernández, M. T. S., Pérez, B. M. G., Ruedas-Caletrio, J., & García, A. H. (2026) · Revista de Estudios Sociales · doi:10.7440/res.12010 · Cited by 1 · see citing works
From beliefs to behaviors: parental correlates of mobile device use among children
Bozzato, P., Leanza, N., & Croce, M. (2026) · Cultural-Historical Psychology · doi:10.17759/chp.2026220203
The influence of digital parenting on adolescent Internet use in India: A scoping review
Nannatt, A., Tariang, N. M., & Kuruvila, A. (2026) · Archives of Mental Health · doi:10.4103/amh.amh_32_25
Nkiko, C. M., & Kuss, D. J. (2026) · Addiction & Prevention · doi:10.3390/addictprev1010002
“Coordinated platform infrastructure: Connect monitoring, nudges, parental controls, and support pathways, with attention to enforcement and circumvention risks [58,60].”
InfluentialNavarrete, F. C., Arriagada-Hernández, C., Jara-Tomckowiack, L., Contreras-Díaz, G., Álvarez, C., Hernández-Mosqueira, C., Figueroa-Saavedra, C., Lagos-Hernández, R., Fuentes-Vilugrón, G., & Delgado‐Floody, P. (2026) · Behavioral Sciences · doi:10.3390/bs16060941 · Cited by 1 · see citing works
“Conversely, reduced ST is associated with better inhibitory control and a lower risk of obesity (Liu et al., 2022), while more time spent in front of screens has been linked to negative impacts on EFs and sleep (Xu et al., 2025).”
Varghese, L. A., Bajaj, G., Mohan, M., Bhat, J. S., Kanthila, J., & Varghese, A. L. (2026) · Multimodal Technologies and Interaction · doi:10.3390/mti10060066 · Cited by 1 · see citing works
“Although digital media has evolved to support learning, communication, and information dissemination, excessive and unregulated use has been associated with a range of adverse developmental outcomes [3,4].”
Effect of screen time and physical activity on the mental health of students
Azim, W. Q., & Indahwati, N. (2026) · Citius Jurnal Pendidikan Jasmani Olahraga dan Kesehatan · doi:10.32665/citius.v6i1.6504
“Some studies have found significant relationships, while others have produced inconsistent findings (Liu et al., 2022; Cartanya-Hueso et al., 2022; Shannon et al., 2022).”
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Impact of Digital Devices on Performance and Creative Problem Solving: A Review
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“and emotional and behavioural factors 12,15–17 .”
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“Furthermore, exposure to screens during sedentary activities may negatively influence the emotional and cognitive state of adolescents (Liu et al., 2022), exacerbating anxiety symptoms.”
The Influence of Screen Time on Social Skills and Face-to-Face Communication
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Actividad física leve asociada al uso de medios electrónicos en escolares de una comunidad
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Inclusive and Sustainable Digital Innovation Within the Amara Berri System
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- Authors
- Liu, J., Riesch, S., Tien, J., Lipman, T., Pinto-Martin, J., & O'Sullivan, A.
- Affiliations
- University of Pennsylvania (US)
- University of Wisconsin–Madison (US)
- University of Massachusetts Chan Medical School (US)
- Corresponding author
- Liu, Jianghong
- Venue
- Journal of Pediatric Health Care
- Publisher
- Elsevier BV
- Published
- 2022-03
- Volume
- 36
- Issue
- 2
- Pages
- 99-109
- ISSN
- 0891-5245 (ISSN-L)
- PMC
- PMC10029815
- OpenAlex
- W3188666658
- Cited by
- 123
- References
- 89
- Citations by year
- 2026: 35 · 2025: 48 · 2024: 23 · 2023: 10 · 2022: 5 · 2021: 2
- FWCI
- 2.46
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Journal of Pediatric Health Care (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institutes of Health
- National Institute of Environmental Health Sciences (K01-ES015877, K02-ES-019878, P30-ES013508, R01-ES-018858)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (R01-HD087485)
- Topics
- Social Sciences › Education › Child Development and Digital Technology
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Health Sciences › Medicine › Physiology › Physical Activity and Health
- Keywords
- screen time, children, adolescents, sleep quality, sleep duration, childhood obesity, overweight, executive function, academic performance, internalizing problems, externalizing problems, bidirectional relationship, screen time guidelines, prevention
- MeSH terms
- Screen Time, Adolescent, Child, Cognition, Humans, Sleep Initiation and Maintenance Disorders, Sleep, Sleep Wake Disorders
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