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. 2021 Sep 30;21:1598. doi: 10.1186/s12889-021-11640-9

Table 4.

Summary of studies and their findings on the relationship between electronic media devices and sleep outcomes among 13–15-year-olds

Electronic media device Measured at bedtime Sleep outcomes Study design Quality Assessment
Delayed bedtime or sleep onset latency Poor sleep quality Short sleep duration Daytime tiredness
Television
 Arora 2013 Yes + Cross-sectional Moderate
 Brunetti 2016 No 0 Cross-sectional Moderate
 Lange 2015 No 0 Cross-sectional Moderate
 Poulain 2019 No 0 0 0 Cohort study High
 Tavenier 2017 No 0 0 Cohort study High
 Twenge 2017 No +/0 Cross-sectional Moderate
Video game (console)
 Arora 2013 Yes + Cross-sectional Moderate
 Brunetti 2016 No +/0 0 Cross-sectional Moderate
 Lange 2015 No +/0 Cross-sectional Moderate
 Tavernier 2017 No 0 0 Cohort study High
 Wallenius 2009 No +/− + Cross-sectional Moderate
Mobile phone/smartphone
 Arora 2013 Yes + Cross-sectional Moderate
 Brunetti 2016 No + + Cross-sectional Moderate
 Foerster 2019 No + +/0 0 Cohort study Moderate
 Lange 2015 No 0 Cross-sectional Moderate
 Poulain 2019 No 0 0 0 Cohort study High
 Tavernier 2017 No 0 + Cohort study High
Computer/internet
 Arora 2013 Yes + Cross-sectional Moderate
 Brunetti 2016 No + + Cross-sectional Moderate
 Lange 2015 No +/0 Cross-sectional Moderate
 Nuutinen 2014 No + Cross-sectional Moderate
 Poulain 2019 No + 0 + Cohort study High
 Tavernier 2017 No 0 + Cohort study High
 Twenge 2017 No + Cross-sectional Moderate
Social media
 Scott 2019 No + + Cross-sectional Moderate
 Tavernier 2017 No 0 0 Cohort study High
 Twenge 2017 No + Cross-sectional Moderate
 Van der Schuur 2019 No + +/0 Cohort study Moderate
 Vernon 2015 No + Cross-sectional Moderate
 Vernon 2017 No + Cohort study Moderate
Total screen time
 Bickham 2018 No + Quasi-experimental High
 Calamaro 2009 Yes + + + Cross-sectional Moderate
 Das_Friebel 2018 Yes 0 0 0 0 RCT High
 Foerster 2019 No + 0 + Cohort study Moderate
 Lange 2015 No +/0 Cross-sectional Moderate
 Mazzer 2018 No + Cohort study Moderate
 Ogunleye 2015 No + Cross-sectional Moderate
 Ononogbu 2014 No + Cross-sectional Moderate
 Parent 2016 No + 0 Cross-sectional Moderate
 Perrault 2019 Yes + + Quasi-experimental Moderate
 Twenge 2017 No + Cross-sectional Moderate
 Van der Schuur 2018 No 0 0 Cohort study Moderate
 Vandendriessche 2019 No + + Cross-sectional Moderate
Electronic media devices in the bedroom
 Calamaro 2009 0 Cross-sectional Moderate
 Continente 2016 +/0 Cross-sectional Moderate

Note: 1st author and year. (+) Significant positive association; (0) No association; (−) Significant negative association; (+/0) refers to both a positive association and no association in different subgroups; (+/−) refers to both a positive association and a negative association in different subgroups