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. 2024 Dec 2;19(12):e0314621. doi: 10.1371/journal.pone.0314621

The impact of screen time and social media on youth self-harm behaviour and suicide: A protocol for a systematic reviews

Kerri M Gillespie 1,2,*, Grace Branjerdporn 2,3,4,5, Sabine Woerwag Mehta 4,5, Jasmyn Glegg 4, Matthew Porter 2, Selena E Bartlett 1
Editor: Monika Sreeja Thangada6
PMCID: PMC11611183  PMID: 39621632

Abstract

Introduction

Social media, gaming, and other types of screen time have been associated with a number of child and adolescent mental health concerns, including NSSI, suicidal ideation, suicide attempts and suicides. However, findings have been complicated by a quickly changing technological landscape and the COVID-19 pandemic. Inconsistent findings may be related to the dissimilar impacts of different screen time types on different age groups. The aim of this systematic review is to explore the pattern of impact of different screen time types on children and adolescents, investigating age groups of particular risk, and synthesising outcomes, recommendations, and strategies described to inform future studies and guidelines.

Methods and analysis

A systematic review will be conducted of all study types, and reported using the Preferred Reporting Items for Systematic review and Meta-Analysis Protocols (PRISMA-P) guidelines. The following databases will be searched for relevant publications: CINAHL, PubMed, Embase, PsycINFO, PsychArticles, Scopus, and Web of Science. Searches will be limited by language (English). Article selection, quality evaluation, and data extraction will be conducted independently by two reviewers. Quality assessment will be conducted using Joanna Briggs Institute (JBI) checklists for the appropriate study type.

Ethics and dissemination

Ethics approval is not required since we are not using patient data. Findings will be published in a peer-reviewed journal article, and disseminated via conference presentations.

PROSPERO registration number

CRD42023493058.

Background

Suicide risk and non-suicidal self-injury (NSSI) in young children and adolescents is a growing concern. For more than a decade the rates of suicide and NSSI in young people has been increasing dramatically. A report from the Centres for Disease Control and Prevention (CDC) showed a 57.4% increase in suicides between 2007 and 2018 for young people [1], with suicide currently being the 8th leading cause of death in children aged 5–11 in the USA [2]. The COVID-19 pandemic saw even further increases in death by suicides and suicide attempts, particularly in young girls [3, 4]. Globally, it is estimated that approximately 7.5% of children aged 12 years and younger have experienced suicidal ideation, 2.2% have a suicide plan, and 1.3% have attempted suicide [5]. NSSI behaviours are a strong risk factor and predictor for later suicide [6]. Previous studies have estimated the prevalence of NSSI to be approximately 16% in all adolescents, with higher prevalence seen in girls (19.4%) [7].

In line with this increase in child and adolescent NSSI and suicide cognitions and behaviours has been a dramatic rise in the use of online technologies, social media use, and smart-phone ownership by teenagers [8]. Current guidelines recommend no screen time for children under two years, one hour per day for children aged two to four, and two hours per day for children aged five and over [9]. However, numerous studies have highlighted that a majority of children from all age groups consistently exceed these recommended timeframes [911]. Data compiled since the beginning of the COVID-19 pandemic indicates that 48% of adolescents spend around 5 hours per day on social media, 12% spend more than 10 hours [12], and infants between six and 24 months are exposed to over an hour, and sometimes more than three hours, of screens per day [10].

Well-designed, high-quality content delivered via television or online platforms can be beneficial for children’s learning and development [13]. However, evidence from a growing body of research indicates that excessive exposure and inappropriate content may have detrimental effects on language, attention, cognitive development and executive function [1416]. Screen time has also been linked to increases in anxiety and depressive symptoms, sleep disorders, poor academic performance, impaired social-emotional functioning and inhibitory control issues [17, 18]. In children aged six to 11, increased screen time has been associated with an increase in subsequent suicidal behaviours [19]. While the specific mechanisms behind these relationships is unclear, the displacement of social and tactile engagement and parent-child reading has been a predominant theory [20]. Critical periods of brain development rely on sensory experiences to elicit significant plastic changes [21]. Social interaction is considered necessary for the development of nonverbal communication, language and motor skills, cognitive development, and social development [17]. The replacement of social engagement with screen time can lead to impaired emotion recognition, reduced empathy and curiosity, emotion regulation and behavioural issues, and lower psychological well-being that will likely impact later-life mental health and quality of life [22].

Brain imaging in internet and gaming addiction have observed dopaminergic dysregulation similar to that seen in substance abuse [23]. Internet and gaming addicts were also found to have decreased grey matter volume and structural alterations associated with impaired executive functioning, decision-making, emotional processing, and craving [24]. A systematic review of young people showed that internet addiction was associated with NSSI, depression and suicidal ideation, while using the internet or gaming for more than five hours per day was associated with suicidal ideations and planning [25]. Unlimited access to online social networks has also changed the landscape of bullying, with cyberbullying becoming a significant threat to child mental health and increasing the risk of NSSI, depression, and suicidal ideation [25]. Increased screen time is also associated with increased sedentary time, reduced physical activity, altered sleep, and depressive symptoms; all of which may further increase the risk of NSSI and suicide cognitions and behaviours [26].

While a growing body of evidence suggests strong correlations between screen time and child mental health, NSSI, and suicidal behaviours, a number of studies have found no relationship [2629]. This could indicate that the rise in child and adolescent NSSI and suicidal behaviours are associated with alternative societal or environmental factors. However, we contend that these inconsistent findings may be due to the diverse impacts of different types of screen time. Social media in particular has been associated with poor mental health in children [30, 31], while television use has been associated with lower rates of depression and anxiety in some studies [28, 32]. An investigation that compares of all types of screen time is necessary to ensure positive and negative impacts of different types of screen time do not impair the reliability of results.

Despite the growing evidence of the detrimental impacts of screen time on child and adolescent mental health, few systematic reviews have been conducted to investigate these relationships. Prior reviews have primarily addressed impacts on physical health [26] and general psychological wellbeing and neurodevelopment [31, 33, 34], and/or focussed on a single type of screen media (such as social media) [35]. Those that addressed NSSI and suicide have predominantly focussed on cyberbullying [36] or included adults in their sample [25, 37]. This study will investigate and compare the impacts of all facets of screen time to determine the detrimental or protective factors associated with NSSI and suicide cognitions and behaviours, and to identify the ages and demographics of children most at risk.

Parents have previously reported concern and uncertainty regarding screen time and strategies to address the issue [38]. Further education and guidelines regarding these issues could assist parents and help to reduce the risk of mental health associated with screen time. Findings from the current systematic review will be used inform the development of guidelines and recommendations around child screen time for parents, teachers, healthcare professionals, and other professionals who may deal with children at risk of excessive screen time exposure, NSSI, and suicidal cognitions and behaviours.

Objectives

The objectives of the study are to investigate the impact of screen time on NSSI, suicidal ideation, suicide attempts and suicides in children and adolescents less than 18 years of age. The study will also identify which types of screen time are more detrimental or protective for children. The review will also aim to identify whether different age groups are more vulnerable to the impacts of screen time, and whether different types of screen time are differentially impactful for different age or demographic groups.

Research questions

  1. Is there a relationship between screen time and child and adolescent NSSI, suicide ideation, suicide attempts and death by suicide?

  2. Which characteristics or categories of screen time (such as smartphone use, social media platforms, messaging, gaming, television or internet use) are more impactful on child and adolescent NSSI, suicide ideation, suicide attempts and suicides?

  3. Are particular age or demographic groups more vulnerable to the detrimental impacts of screen time?

  4. What existing interventions or recommendations for screen time use are described in the literature?

Methods and analysis

This protocol was registered in the International prospective register of systematic reviews (PROSPERO) database with the registration number CRD42023493058, and is reported in accordance with the Preferred Reporting Items for Systematic Review and Meta-Analysis Protocols (PRISMA-P) (see S1 Appendix in Supporting Information for the completed PRISMA-P checklist). The systematic review is anticipated to be conducted over December 2023 to February 2025.

Outcomes

This review will report on the impacts of different aspects of screen time on children and adolescents. Primary outcomes will include NSSI, suicide ideation, suicide attempts, or lives lost to suicide. Secondary outcomes that may be related to NSSI and suicide cognitions and behaviours will also be investigated, including internet and gaming addiction, mood, and neurodevelopmental impacts. Where possible, findings related to other key variables such as sleep, diet, and sedentary behaviours will be taken into account and discussed for their potential confounding or mediating impact on outcomes.

Eligibility criteria

Types of studies

This systematic review will include all peer reviewed publications that describe primary data. All qualitative and quantitative study designs will be included. Studies that do not include primary data (review papers, systematic reviews, opinion and commentary papers, editorials, dissertations, posters, and conference abstracts), and secondary analyses of data will be excluded. Should a large number of papers be identified in one or more study design types (such as longitudinal or cross-sectional), final analyses may restrict or compare papers based on this criterion. No location restrictions will be placed on the search. Studies will be limited to those published in 2007 and later. This period begins with the release of the iPhone and will provide a more comparable environment for included studies, in terms of device use and availability. Only studies published in English will be included. The study authors do not have the funding required for the translation of non-English papers. We understand this may lead to omission of some important overseas studies, and this limitation will be discussed in the final manuscript.

Participants

Studies must include children or adolescents aged under 18 years of age.

Intervention

The study must include participant exposure to screen time: which includes use of social media, messaging, video or audio content, or gaming, on a television, smart-phone, computer, or other electronic smart device. One or more of these activities must be documented in a study to be included in the final analysis. See Table 1 for further details on inclusion and exclusion criteria.

Table 1. Inclusion and exclusion criteria.
PICOSa Inclusion Exclusion
Population Children and adolescents under 18 years of age. Adults aged 18 years or older.
Intervention/Exposure Use of any device that can access internet and streaming services, social media, messaging, or gaming. NA
Comparison No or fewer hours of screen time.
Observational studies may not include a comparison group.
NA
Outcomes NSSI, suicide ideation, suicide attempt, suicide. Depression, anxiety, or other clinical measure only (without any measure of NSSI, suicide ideation, suicide attempt, or suicide).
Study design Any qualitative or quantitative studies containing primary data (retrospective or prospective cohort studies, cross-sectional studies, randomised control trials) published in English. Systematic reviews, scoping reviews, literature reviews, dissertations, conference abstracts, posters, letters to the editor, commentary, or opinion papers.
Secondary analysis of data.
Language English Language other than English.
Timeframe Studies published in 2007 to 2024 Studies published in 2006 or earlier.
Setting No restriction. NA

aPICOS = Participants, Interventions, Comparators, Outcomes, and Study design.

Information sources

The systematic review will search the following databases: CINAHL, PubMed, Embase, PsycINFO, PsycArticles, Scopus, and Web of Science. Reference lists of all included papers will also be searched, as will the reference lists of completed systematic reviews relating to child mental health and screen time, to ensure that no eligible papers are overlooked.

Search strategy

Search terms were chosen after consultation with research team members with expertise in mental health research. Preliminary scoping searches were initially conducted, refining the search strategy to optimise the balance between sensitivity and specificity. The final search will be conducted by a member of the research team. Keywords and MeSH terms relating to the following major concepts were included in the search:

  1. Screen time and devices;

  2. Commonly used social media platforms and Apps;

  3. Age; and

  4. NSSI, suicide, and suicidal ideation.

The final review will be conducted using title, abstract and keyword searches. See Fig 1 for the primary search terms used and S2 Appendix in Supporting Information for the full search criteria for each database.

Fig 1. Search terms.

Fig 1

Study selection

On completion of searches, duplicates will be removed and all identified papers will be imported into Covidence; a web-based software application designed to manage literature and systematic reviews. All screening will be conducted online in Covidence. Due to the large number of papers anticipated in the initial search, title and abstract screening will be conducted by three or more independent reviewers trained in systematic review techniques, with each paper being reviewed by two separate reviewers. Discrepancies between reviewers will be resolved by an independent reviewer who did not participate in title and abstract screening. Papers identified as potentially eligible in the title and abstract screen will be moved to full text screen. Full text screening will be conducted by two independent reviewers, with any discrepancies resolved by a third.

Risk of bias

Two reviewers will independently assess each study for quality and risk of bias using the appropriate checklist developed by the Joanna Briggs Institute (JBI). Separate versions of the JBI checklist are available for randomised control trials, qualitative, cross-sectional, and cohort studies. These checklists include between eight and 12 items that assess bias associated with sample selection, randomisation, intervention procedures, statistical analysis, and methodological rigour. Items are assessed by answering ‘yes (met)’, ‘no (unmet)’, ‘unclear’ or ‘not applicable’. Answers of yes (indicating that a potential bias item was reported and managed appropriately in the study) are divided by the number of all applicable answers to give a quality percentage score. Risk of bias for the study will be determined using the following cutoffs: 70% or more indicates low risk of bias; 50–69% indicates a moderate risk of bias; below 50% indicates a high risk of bias [39]. Should discrepancies between reviewers occur, these will be resolved through discussion. If necessary, a third reviewer will be invited resolve any discrepancy.

Data extraction

Two independent reviewers will extract data from final papers using pre-defined criteria outlined in a data extraction spreadsheet. Should discrepancies arise in the data extracted, the reviewers will compare results, re-check articles, and discuss findings until a consensus is reached. The following data will be extracted: article authors, publication year, type of study, study date, country, setting, sample size, participant recruitment method, participant characteristics (age, sex, ethnicity), types of screen time, definitions and measures of outcomes, results, follow-up, attrition, missing data and how it was managed. Where data is missing from an article, authors of the articles will be contacted with a request for these missing data.

Data synthesis

The main outcomes to be analysed will be prevalence of NSSI, suicidal ideation, suicide attempts, and lives lost to suicide in people under 18 years of age. These outcomes will be assessed for their relationship to screen time; specifically, time exposed to television, gaming, social media, messaging, blogs, or general internet use. Should a minimum of three articles provide sufficient data, we will perform a random-effects meta-analysis. Complete case analysis will be conducted, and the potential implications and limitations of any missing data will be discussed in the final manuscript. Each measure or tool relating to NSSI, suicidal ideation, suicide attempts, and suicides, will be considered separately. We anticipate a large degree of variation between studies in terms of statistical effect measures. However, considering the outcomes will be harm (NSSI or suicide behaviours) or no harm, analyses will most likely be conducted using odds ratios (OR) to determine the odds of self-injurious cognitions and behaviours associated with screen time. Should the majority of papers include continuous outcome variables, the standard mean difference (SMD) will be calculated using means and standard deviations from control and experimental groups. Pooled OR or SMD with 95% confidence intervals and p values will be collated and reported in a forest plot. The degree of heterogeneity will be assessed using the I2 statistic. Sensitivity analysis will be conducted to identify articles that may have disproportionate impacts on the outcomes. Publication bias will be determined using Egger’s test.

In the event there is too much variation in statistical measures, or papers provide inappropriate data, we will conduct a narrative synthesis without meta-analysis to synthesise and analyse the relationships in included articles. Where possible, subgroup analyses will be conducted. These will include comparing age groups, sex, screen time use (active versus passive use); type (video or messaging apps, chat rooms, websites, gaming); modality (smartphone, computer, television). A comparison of screen time behaviours before and after COVID-19 will also be conducted and discussed. We anticipate that data will be collected using a mixture of self-report, parent-report, and computer recorded methods. Only data using comparable collection tools and methods will be included in meta-analyses. Random-effects meta-analyses will be used to account for minor heterogeneity.

Discussion

This study will provide an updated understanding of the impacts of different forms of screen time of child and adolescent NSSI and suicide cognitions and behaviours. It has been proposed that many online activities and practices may be protective against poor mental health, while others are correlated with an increase in NSSI and suicidal ideation, suicide attempts, and death by suicide. We will therefore aim to investigate aspects of screen time and media use independently, in order to determine which aspects of screen time are detrimental and which cohorts may be most at risk. Current recommendations regarding time spent on screens have been criticised for being unachievable or out of touch with our current screen-dominated culture. The study will therefore also examine time spent using screens in order to identify possible dose-response relationships or ‘safe’ time thresholds in relation to child mental health. Based on our findings, we aim to develop recommendations for screen time use, as well as ‘safe’ amounts of screen time. Results of this review will inform the funding and development of future studies investigating the impacts of screen time on child mental health. Findings will also guide the development of strategies and guidelines for parents, teachers, and healthcare professionals, who may come into contact with children who experience detrimental screen use and are at risk of developing injurious behaviours, or the sequalae that precede them.

Strengths and limitations

Previous systematic reviews have been conducted that investigate screen time, however many include adults in the sample, and do not capture the most recent increase in social media use that is considered to pose a significant risk to mental health. Previous studies have also predominantly focussed on one aspect of screen time. The study will include all screen time in order to control for and differentiate different types of screen time to determine harmful or protective effects. A major limitation of the study will be the exclusion of studies published in languages other than English. However, we believe the findings will capture enough articles to present a representative view of real-world outcomes.

Supporting information

S1 Appendix. PRISMA-P 2015 checklist.

(DOC)

pone.0314621.s001.doc (83KB, doc)
S2 Appendix. Search strategy.

(DOCX)

pone.0314621.s002.docx (19.9KB, docx)

Data Availability

No datasets were generated or analysed during the current study. All relevant data from this study will be made available upon study completion.

Funding Statement

Author SB is partially supported by contributions from the Children’s Hospital Research Foundation. No aspect of the research was contingent upon approval by funders. Funders had no involvement in study design, writing of the report, or decision to submit the paper for publication.

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Decision Letter 0

Syed Hassan Ahmed

25 Jun 2024

PONE-D-24-00966The impact of screen time and social media on child NSSI and suicide: a protocol for a systematic reviewPLOS ONE

Dear Dr. Gillespie,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

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3. Please review your reference list to ensure that it is complete and correct. If you have cited papers that have been retracted, please include the rationale for doing so in the manuscript text, or remove these references and replace them with relevant current references. Any changes to the reference list should be mentioned in the rebuttal letter that accompanies your revised manuscript. If you need to cite a retracted article, indicate the article’s retracted status in the References list and also include a citation and full reference for the retraction notice.

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. Does the manuscript provide a valid rationale for the proposed study, with clearly identified and justified research questions?

The research question outlined is expected to address a valid academic problem or topic and contribute to the base of knowledge in the field.

Reviewer #1: Yes

Reviewer #2: Yes

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2. Is the protocol technically sound and planned in a manner that will lead to a meaningful outcome and allow testing the stated hypotheses?

The manuscript should describe the methods in sufficient detail to prevent undisclosed flexibility in the experimental procedure or analysis pipeline, including sufficient outcome-neutral conditions (e.g. necessary controls, absence of floor or ceiling effects) to test the proposed hypotheses and a statistical power analysis where applicable. As there may be aspects of the methodology and analysis which can only be refined once the work is undertaken, authors should outline potential assumptions and explicitly describe what aspects of the proposed analyses, if any, are exploratory.

Reviewer #1: Yes

Reviewer #2: Yes

********** 

3. Is the methodology feasible and described in sufficient detail to allow the work to be replicable?

Descriptions of methods and materials in the protocol should be reported in sufficient detail for another researcher to reproduce all experiments and analyses. The protocol should describe the appropriate controls, sample size calculations, and replication needed to ensure that the data are robust and reproducible.

Reviewer #1: Yes

Reviewer #2: Yes

********** 

4. Have the authors described where all data underlying the findings will be made available when the study is complete?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception, at the time of publication. The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #1: Yes

Reviewer #2: No

********** 

5. Is the manuscript presented in an intelligible fashion and written in standard English?

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #1: Yes

Reviewer #2: Yes

********** 

6. Review Comments to the Author

Please use the space provided to explain your answers to the questions above and, if applicable, provide comments about issues authors must address before this protocol can be accepted for publication. You may also include additional comments for the author, including concerns about research or publication ethics.

You may also provide optional suggestions and comments to authors that they might find helpful in planning their study.

(Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: The study protocol is well written and demonstrates a clear and logical flow. The objectives and aims are explicitly stated, providing a comprehensive overview of the study's purpose and significance. The methodology is robust and adequately detailed, ensuring reproducibility and validity of the study. The chosen methods are appropriate for the research questions and are well-supported by current literature. I recommend that it is accepted as it is.

Reviewer #2: PONE-D-24-00966

The Impact of Screen Time and Social Media on Child NSSI and Suicide: A Protocol for a Systematic Review

The authors propose to systematically review the literature on the effect of screen time in youth with respect to self-harm behavior and suicide. The authors aim to investigate which types of screen time (smartphone, messaging, social media platforms, gaming, television, or Internet) are detrimental or protective, which age groups are more vulnerable, and if different types of screen time are differentially impactful for different age or demographic groups. The authors have identified a gap in published studies regarding the relationship between screen time and youth mental health in that not all types of screen time have been investigated and compared. The authors intend to resolve this knowledge gap with their proposed protocol for a systematic review.

In general, the paper is fairly well done. There are some inconsistencies in the main text that would benefit from good copyediting. The Reference section will need to be carefully checked. I will make a few comments section-by-section.

Title:

Child implies an age range younger than 12 years old, but a study inclusion criterion is children and adolescents less than 18 years old. Also, I suspect that readers may not be familiar with the NSSI abbreviation. The authors might consider:

“The Impact of Screen Time and Social Media on Youth Self-Harm Behavior and Suicide: A Protocol for a Systematic Review”

Background:

The authors explain in good detail the problem of increased self-harm behavior and suicide in youth parallelling the increased use of online technologies by youth. The goal of the study is stated. Further, the anticipated benefit of the systematic review is stated in the last paragraph.

The authors switch from using the phrase “screen time” to the compound word “screentime” in the Background section and throughout the main text. For clarity and consistency, please choose one or the other. (Figure 1: Search terms, is an exception and in Figure 1 authors are correct to use both “screen time” and “screentime.”)

Objectives:

The objectives of the proposed systematic review are clearly stated.

The first paragraph, first sentence, “The objectives of the study are to investigate the impact of screen time on NSSI, suicidal ideation, suicide attempts and completed suicides in children and adolescents less than 18 years of age”…the preferred phrasing is, “…he/she died by suicide,” and not use “committed suicide” or “completed suicide.” Please reword here and throughout the text (see: https://www.camh.ca/-/media/files/words-matter-suicide-language-guide.pdf).

Research Questions:

The Research Questions do mirror the Objectives. Importantly, it is the first instance in which the types of screen time are itemized: smartphone, messaging, social media platforms, gaming, television, or Internet.

Methods and Analysis:

Instead of placing definite dates of conducting the study, simply state, “The systematic review is anticipated to be conducted over (whatever) months.”

Outcomes:

The primary and secondary outcome variables are listed.

Eligibility Criteria:

The first sentence, “This systematic review will include all peer reviewed publications that describe primary data,” a time interval is typically given, from when-to-when. For example (and the authors may choose whatever time interval they wish), “This systematic review will include all peer reviewed publications that describe primary data from 1972, the introduction of Pong by Atari, to 2023,” or, “This systematic review will include all peer reviewed publications within the past 10 years that describe primary data.”

In Table 1, what is PICOS? It is not explained in the main text nor in Table 1. Perhaps the authors could define PICOS as a footnote in Table 1: Participants, Interventions, Comparators, Outcomes of interest.

The keyword pairings in Figure 1 all are appropriate.

Who will conduct the electronic database search? Will it be a professional librarian or a member(s) of the study team?

Study Selection:

It would be helpful for clarity to add a sentence describing COVIDENCE as an Internet-based application to manage literature and systematic reviews.

Risk of Bias:

The explanation of the assessment for bias utilizing a checklist by the Joanna Briggs Institute is instructive.

I did not understand the relevance of reference #33, Nascimento MB, et al. Role of gluteus maximus and medius activation in the lower limb biomechanical control during functional single- leg tasks: A systematic review. Knee. 2023;43: 163-175. Reference #19 in the Nascimento et al. paper refers to the Checklist for Analytical Cross-Sectional Studies from Joanna Briggs Institute…is that what the authors for the present paper mean to refer to? If so, why not simply borrow the reference #19 from the Nascimento et al. paper?

Data Extraction:

The authors do a good job listing those data to be abstracted from each article and how, along with what to do with missing data.

In line 208, “…characteristics (age, gender, ethnicity),…” I am pretty sure the authors mean “sex” and not “gender”…correct?

Will types of screen time (smartphone, messaging, social media platforms, gaming, television, or Internet) be abstracted?

Data Synthesis:

I am not expert enough in statistics to comment, but I do see that the authors have a plan for a narrative synthesis for data not amenable for formal statistical analysis.

Discussion:

The summary of the proposed systematic review is concisely stated.

References:

Many entries are incomplete. Further, careful attention needs to be given to proper formatting and style, especially what to capitalize, what not to capitalize, and page numbers. Some examples follow:

Reference #1:

Curtin MA. State suicide rates among adolescents and young adults aged 10–24: United States, 2000–2018. Journal Issue. Hyattsville, MD; 2020. Contract No.: 11.

Should be:

Curtin MA. State suicide rates among adolescents and young adults aged 10–24: United States, 2000–2018. Nat Vital Stat Rep. 2020;69: 1-10.

Reference #5:

Geoffroy M-C, Bouchard S, Per M, Khoury B, Chartrand E, Renaud J, et al. Prevalence of Suicidal Ideation and Behaviors in Children Aged 12 Years and Under: A Systematic Review and Meta-Analysis. SSRN Electronic Journal. 2022.

Should be:

Geoffroy M-C, Bouchard S, Per M, Khoury B, Chartrand E, Renaud J, et al. Prevalence of suicidal ideation and behaviors in children aged 12 years and under: A systematic review and meta-analysis. Lancet Psychiatry. 2022;9: 703-714.

Reference #27:

Marciano L, Ostroumova M, Schulz PJ, Camerini AL. Digital Media Use and Adolescents' Mental Health During the Covid-19 Pandemic: A Systematic Review and Meta-Analysis. Front Public Health. 2021;9793868.

Should be (note the need for an appropriately placed colon after the number 9):

Marciano L, Ostroumova M, Schulz PJ, Camerini AL. Digital media use and adolescents' mental health during the COVID-19 pandemic: A systematic review and meta-analysis. Front Public Health. 2021;9: 793868.

********** 

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If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #1: Yes: Thiago Gatti Pianca

Reviewer #2: Yes: Alexander M. Scharko, M.D.

**********

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PLoS One. 2024 Dec 2;19(12):e0314621. doi: 10.1371/journal.pone.0314621.r002

Author response to Decision Letter 0


1 Jul 2024

Please see attached response letter to reviewers, or below responses.

Title:

Child implies an age range younger than 12 years old, but a study inclusion criterion is children and adolescents less than 18 years old. Also, I suspect that readers may not be familiar with the NSSI abbreviation. The authors might consider:

“The Impact of Screen Time and Social Media on Youth Self-Harm Behavior and Suicide: A Protocol for a Systematic Review”

Response: Thank you for this suggestion. We have amended the title in line with these suggestions.

The authors switch from using the phrase “screen time” to the compound word “screentime” in the Background section and throughout the main text. For clarity and consistency, please choose one or the other. (Figure 1: Search terms, is an exception and in Figure 1 authors are correct to use both “screen time” and “screentime.”)

Response: Thank you for highlighting this. We have now changed all instances of the term to be screen time.

The first paragraph, first sentence, “The objectives of the study are to investigate the impact of screen time on NSSI, suicidal ideation, suicide attempts and completed suicides in children and adolescents less than 18 years of age”…the preferred phrasing is, “…he/she died by suicide,” and not use “committed suicide” or “completed suicide.” Please reword here and throughout the text (see: https://www.camh.ca/-/media/files/words-matter-suicide-language-guide.pdf).

Response: Thank you for bringing this to my attention. Instances of the phrase committed/completed suicide have been replaced with suicide, death by suicide, died by suicide, or lives lost to suicide, as per the recommended guidelines.

Methods and Analysis:

Instead of placing definite dates of conducting the study, simply state, “The systematic review is anticipated to be conducted over (whatever) months.”

Response: This has been amended, and dates updated based on current progress, to say:

The systematic review is anticipated to be conducted over December 2023 to August 2024.

Eligibility Criteria:

The first sentence, “This systematic review will include all peer reviewed publications that describe primary data,” a time interval is typically given, from when-to-when. For example (and the authors may choose whatever time interval they wish), “This systematic review will include all peer reviewed publications that describe primary data from 1972, the introduction of Pong by Atari, to 2023,” or, “This systematic review will include all peer reviewed publications within the past 10 years that describe primary data.”

Response: We have chosen not to restrict the search by date. Line 145 states “no date or location restrictions will be placed on the search”.

In Table 1, what is PICOS? It is not explained in the main text nor in Table 1. Perhaps the authors could define PICOS as a footnote in Table 1: Participants, Interventions, Comparators, Outcomes of interest.

Response: We have now included what PICOS stands for in a footnote under the first table.

Who will conduct the electronic database search? Will it be a professional librarian or a member(s) of the study team?

Response: The search will be conducted by a member of the research team after consultation with experts and a preliminary, refining search (see lines 1666-169 on page 9).

Study Selection:

It would be helpful for clarity to add a sentence describing COVIDENCE as an Internet-based application to manage literature and systematic reviews.

Response: This additional description of Covidence has now been included in lines 183-185 of page 10.

I did not understand the relevance of reference #33, Nascimento MB, et al. Role of gluteus maximus and medius activation in the lower limb biomechanical control during functional single- leg tasks: A systematic review. Knee. 2023;43: 163-175. Reference #19 in the Nascimento et al. paper refers to the Checklist for Analytical Cross-Sectional Studies from Joanna Briggs Institute…is that what the authors for the present paper mean to refer to? If so, why not simply borrow the reference #19 from the Nascimento et al. paper?

Response: I see how the inclusion of this reference seems out of place. However, we have included that reference for their use of the specific cut-offs that we are including in our review. The recommended JBI reference #19 refers to the checklist, but does not suggest a cut-off for the interpretation of the checklist.

In line 208, “…characteristics (age, gender, ethnicity),…” I am pretty sure the authors mean “sex” and not “gender”…correct?

Response: We did intend this to be sex and not gender. This has now been amended.

Will types of screen time (smartphone, messaging, social media platforms, gaming, television, or Internet) be abstracted?

Response: Thank you for highlighting this. We have now included “types of screen time” in the list of data to be extracted from papers (line 212 on page 11).

References:

Many entries are incomplete. Further, careful attention needs to be given to proper formatting and style, especially what to capitalize, what not to capitalize, and page numbers. Some examples follow:

Response: Thank you for highlighting these errors. We have now re-edited the reference section and amended any errors identified.

Additional changes

Response: Please note that due to changing roles within the research team, and after reviewing work conducted on this project by researchers, I have removed the author Xin Li and replaced with author Matthew Porter.

Attachment

Submitted filename: Screentime_Response Letter.docx

pone.0314621.s003.docx (33.2KB, docx)

Decision Letter 1

Monika Sreeja Thangada

22 Oct 2024

PONE-D-24-00966R1The impact of screen time and social media on youth self-harm behaviour and suicide: A protocol for a systematic reviewPLOS ONE

Dear Dr. Gillespie,

Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process.

Please submit your revised manuscript by Dec 06 2024 11:59PM. If you will need more time than this to complete your revisions, please reply to this message or contact the journal office at plosone@plos.org. When you're ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file.

Please include the following items when submitting your revised manuscript:

  • A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). You should upload this letter as a separate file labeled 'Response to Reviewers'.

  • A marked-up copy of your manuscript that highlights changes made to the original version. You should upload this as a separate file labeled 'Revised Manuscript with Track Changes'.

  • An unmarked version of your revised paper without tracked changes. You should upload this as a separate file labeled 'Manuscript'.

If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. Guidelines for resubmitting your figure files are available below the reviewer comments at the end of this letter.

If applicable, we recommend that you deposit your laboratory protocols in protocols.io to enhance the reproducibility of your results. Protocols.io assigns your protocol its own identifier (DOI) so that it can be cited independently in the future. For instructions see: https://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols. Additionally, PLOS ONE offers an option for publishing peer-reviewed Lab Protocol articles, which describe protocols hosted on protocols.io. Read more information on sharing protocols at https://plos.org/protocols?utm_medium=editorial-email&utm_source=authorletters&utm_campaign=protocols.

We look forward to receiving your revised manuscript.

Kind regards,

Monika Sreeja Thangada, M.D.

Guest Editor

PLOS ONE

Journal Requirements:

Please review your reference list to ensure that it is complete and correct. If you have cited papers that have been retracted, please include the rationale for doing so in the manuscript text, or remove these references and replace them with relevant current references. Any changes to the reference list should be mentioned in the rebuttal letter that accompanies your revised manuscript. If you need to cite a retracted article, indicate the article’s retracted status in the References list and also include a citation and full reference for the retraction notice.

Reviewers' comments:

Reviewer's Responses to Questions

Comments to the Author

1. Does the manuscript provide a valid rationale for the proposed study, with clearly identified and justified research questions?

The research question outlined is expected to address a valid academic problem or topic and contribute to the base of knowledge in the field.

Reviewer #1: Yes

Reviewer #2: Yes

Reviewer #3: Yes

Reviewer #4: Yes

**********

2. Is the protocol technically sound and planned in a manner that will lead to a meaningful outcome and allow testing the stated hypotheses?

The manuscript should describe the methods in sufficient detail to prevent undisclosed flexibility in the experimental procedure or analysis pipeline, including sufficient outcome-neutral conditions (e.g. necessary controls, absence of floor or ceiling effects) to test the proposed hypotheses and a statistical power analysis where applicable. As there may be aspects of the methodology and analysis which can only be refined once the work is undertaken, authors should outline potential assumptions and explicitly describe what aspects of the proposed analyses, if any, are exploratory.

Reviewer #1: Yes

Reviewer #2: Yes

Reviewer #3: Yes

Reviewer #4: Yes

**********

3. Is the methodology feasible and described in sufficient detail to allow the work to be replicable?

Descriptions of methods and materials in the protocol should be reported in sufficient detail for another researcher to reproduce all experiments and analyses. The protocol should describe the appropriate controls, sample size calculations, and replication needed to ensure that the data are robust and reproducible.

Reviewer #1: Yes

Reviewer #2: Yes

Reviewer #3: Yes

Reviewer #4: Yes

**********

4. Have the authors described where all data underlying the findings will be made available when the study is complete?

The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception, at the time of publication. The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified.

Reviewer #1: Yes

Reviewer #2: Yes

Reviewer #3: Yes

Reviewer #4: Yes

**********

5. Is the manuscript presented in an intelligible fashion and written in standard English?

PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here.

Reviewer #1: Yes

Reviewer #2: Yes

Reviewer #3: Yes

Reviewer #4: Yes

**********

6. Review Comments to the Author

Please use the space provided to explain your answers to the questions above and, if applicable, provide comments about issues authors must address before this protocol can be accepted for publication. You may also include additional comments for the author, including concerns about research or publication ethics.

You may also provide optional suggestions and comments to authors that they might find helpful in planning their study.

(Please upload your review as an attachment if it exceeds 20,000 characters)

Reviewer #1: The paper was good enough in the last version, and I have nothing else to add to it at this point in time.

Reviewer #2: The Impact of Screen Time and Social Media on Youth Self-Harm Behaviour and Suicide: A Protocol for a Systematic Review

PONE-D-24-00966R1

The original manuscript was fairly well written and this revision has improved the manuscript. I only have two points for feedback.

1. On page 6 of the revised manuscript, Methods and Analysis, opening paragraph indicates that the review is anticipated to be conducted over December 2023 to August 2024, but we are already in September 2024…has the review already been accomplished?

2. The Reference section is better, but still needs some work. Please make sure the references are properly formatted.

Reviewer #3: Thank you for the opportunity to review this manuscript. The study provides valuable insights into the relationship between screen time and mental health outcomes in children and adolescents, addressing an important topic in today's digital age. The manuscript is well-structured and presents its methodology clearly. Below are my comments.

Introduction: Consider differentiating between active screen time (e.g., social media, gaming) and passive screen time (e.g., TV watching), as evidence suggests they may have different effects on mental health.

Children and adolescents are in critical stages of brain development, and prolonged screen time may affect neural pathways related to attention and emotional regulation. Discuss how screen time could impact this. Also, consider potential long-term mental health effects.

Include a discussion on how screen time, particularly from social media or gaming, triggers dopamine release, leading to addictive behaviors that may contribute to mental health problems like anxiety, depression, or NSSI.

Methods : The need for subgroup analysis is mentioned, but no criteria is provided. Specify which subgroups will be analyzed (e.g., by age, type of screen time).

Explain how studies with varying definitions of screen time (e.g., self-reported vs. objectively measured) will be standardized and integrated into the analysis.

The manuscript mentions contacting authors for missing data but does not provide further steps if no response is obtained. Consider adding alternative strategies such as data imputation or sensitivity analyses.

Discussion : Discuss whether any conclusions can be drawn regarding specific thresholds or “safe” amounts of screen time, particularly in relation to mental health outcomes.

Reviewer #4: The study "The Impact of Screen Time and Social Media on Youth Self-Harm Behaviour and Suicide" outlines a systematic review to assess the relationship between screen time, non-suicidal self-injury (NSSI), suicidal ideation, and suicide among children and adolescents.

1. The study does not specify any time limitations on the studies to be included, which could result in the inclusion of outdated research. Given that technology and digital behaviors have changed significantly over the past decade, including studies from vastly different time periods might complicate synthesis and lead to misleading conclusions​.

2. The study acknowledges that the pandemic has affected screen time and mental health behaviors, yet it does not indicate how studies conducted before and during the pandemic will be compared. Screen time behaviors and their psychological effects may have shifted dramatically during COVID-19, necessitating a more explicit plan for handling this potential confounder​.

3. While the study rightly aims to examine different types of screen time, such as social media, gaming, and television, the inclusion of vastly different types of media in a single analysis might lead to significant heterogeneity. The outcomes associated with social media use, for example, may be very different from those associated with passive television watching, which could weaken the study's conclusions​

**********

7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files.

If you choose “no”, your identity will remain anonymous but your review may still be made public.

Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy.

Reviewer #1: No

Reviewer #2: Yes: Alexander M. Scharko, M.D.

Reviewer #3: Yes: Mohsin Raza

Reviewer #4: Yes: Nikhil Tondehal

**********

[NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files.]

While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email PLOS at figures@plos.org. Please note that Supporting Information files do not need this step.

PLoS One. 2024 Dec 2;19(12):e0314621. doi: 10.1371/journal.pone.0314621.r004

Author response to Decision Letter 1


3 Nov 2024

1. On page 6 of the revised manuscript, Methods and Analysis, opening paragraph indicates that the review is anticipated to be conducted over December 2023 to August 2024, but we are already in September 2024…has the review already been accomplished?

Response: Unfortunately, our progress has been delayed due to a series of illnesses, deaths, and births in the families of all of the primary reviewers. We have updated the timeframes in the manuscript for this, and plan to conduct an updated search of the intervening time period using the same methods outlined, before analysis is conducted. We now estimate that the review will be completed by February 2025.

2. The Reference section is better, but still needs some work. Please make sure the references are properly formatted.

Response: Thank you for highlighting this. We have now formatted the reference section.

3. Introduction: Consider differentiating between active screen time (e.g., social media, gaming) and passive screen time (e.g., TV watching), as evidence suggests they may have different effects on mental health.

Response: We have now included this in the section detailing subgroup analysis. This will be a very important aspect that we will investigate.

4. Children and adolescents are in critical stages of brain development, and prolonged screen time may affect neural pathways related to attention and emotional regulation. Discuss how screen time could impact this. Also, consider potential long-term mental health effects.

Response: Additional text has been included in the background (page 4) that discusses potential mechanisms and impacts on later life mental health.

5. Include a discussion on how screen time, particularly from social media or gaming, triggers dopamine release, leading to addictive behaviors that may contribute to mental health problems like anxiety, depression, or NSSI.

Response: The addictive nature of internet use (including gaming and social media), and the neurobiological similarities to substance use, has been described in more detail on page 4.

6. Methods: The need for subgroup analysis is mentioned, but no criteria is provided. Specify which subgroups will be analyzed (e.g., by age, type of screen time). Explain how studies with varying definitions of screen time (e.g., self-reported vs. objectively measured) will be standardized and integrated into the analysis.

Response: Thank you for highlighting this. We have included further information regarding the subgroups we will analyse. We have also described how different data collection methods will be dealt with on page 13:

"These will include comparing age groups, sex, screen time use (active versus passive use); type (video or messaging apps, chat rooms, websites, gaming); modality (smartphone, computer, television). A comparison of screen time behaviours before and after COVID-19 will also be conducted and discussed. We anticipate that data will be collected using a mixture of self-report, parent-report, and computer recorded methods. Only data using comparable collection tools and methods will be included in meta-analyses. Random-effects meta-analyses will be used to account for minor heterogeneity."

7. The manuscript mentions contacting authors for missing data but does not provide further steps if no response is obtained. Consider adding alternative strategies such as data imputation or sensitivity analyses.

Response: While we recognise that failing to deal with missing data using statistical methods such as imputation may lead to bias in the results, it is also understood that these statistical methods can significantly alter and potentially bias the outcomes of a meta-analysis (Kahale et al., 2020).

In order to maintain transparency and replicability in a systematic review that may include studies using a range of analytic methods, the study will use a complete case analysis. However, we will discuss the limitations of missing data in the manuscript, and describe how these may potentially contribute to bias in the findings.

This has now been described under ‘Data Synthesis’ on page 12.

Kahale LA, Khamis AM, Diab B, Change Y, Lopes LC. 2020. Potential impact of missing outcome data on treatment effects in systematic reviews: Imputation study. BMJ. 370, m2898.

8. Discussion: Discuss whether any conclusions can be drawn regarding specific thresholds or “safe” amounts of screen time, particularly in relation to mental health outcomes.

Response: The following sentences have been included in the discussion section:

Current recommendations regarding time spent on screens have been criticised for being unachievable or out of touch with our current screen-dominated culture. The study will therefore also examine time spent using screens in order to identify possible dose-response relationships or ‘safe’ time thresholds in relation to child mental health. Based on our findings, we aim to develop recommendations for screen time use, as well as ‘safe’ amounts of screen time.

1. The study does not specify any time limitations on the studies to be included, which could result in the inclusion of outdated research. Given that technology and digital behaviors have changed significantly over the past decade, including studies from vastly different time periods might complicate synthesis and lead to misleading conclusions.

Response: Thank you for highlighting this issue. This had been previously discussed with the research team. On further discussion, we have decided to limit the study to papers published in 2007 and later. This is the year that the iPhone was released and widespread use of social media apps began after this time. This will provide a more comparable social and technical environment for included studies.

2. The study acknowledges that the pandemic has affected screen time and mental health behaviors, yet it does not indicate how studies conducted before and during the pandemic will be compared. Screen time behaviors and their psychological effects may have shifted dramatically during COVID-19, necessitating a more explicit plan for handling this potential confounder.

Response: We have now included this in our description of subgroup analyses. We will need to investigate any differences in screen time use, and in prevalence of self-harm and suicide associated with this screen time, before and after the COVID-19 pandemic.

3. While the study rightly aims to examine different types of screen time, such as social media, gaming, and television, the inclusion of vastly different types of media in a single analysis might lead to significant heterogeneity. The outcomes associated with social media use, for example, may be very different from those associated with passive television watching, which could weaken the study's conclusions

Response: We understand that there is a risk with including such a wide range of screen time types. However, the primary purpose of the review is to identify the differences between these types of screen time, and the ways they are used.

A number of researchers have reported benefits of some services, while detrimental impacts of others. It is therefore important we identify the factors that make particular types of screen time beneficial for children as opposed to harmful.

We will also investigate the differences between passive and active forms of use. This has now been included in our more detailed description of subgroup analyses on page 12-13 (as described above).

Attachment

Submitted filename: Screentime_Response Letter 20241101.docx

pone.0314621.s004.docx (33.9KB, docx)

Decision Letter 2

Monika Sreeja Thangada

14 Nov 2024

The impact of screen time and social media on youth self-harm behaviour and suicide: A protocol for a systematic review

PONE-D-24-00966R2

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PLOS ONE

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Reviewers' comments:

Acceptance letter

Monika Sreeja Thangada

18 Nov 2024

PONE-D-24-00966R2

PLOS ONE

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Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Supplementary Materials

    S1 Appendix. PRISMA-P 2015 checklist.

    (DOC)

    pone.0314621.s001.doc (83KB, doc)
    S2 Appendix. Search strategy.

    (DOCX)

    pone.0314621.s002.docx (19.9KB, docx)
    Attachment

    Submitted filename: Screentime_Response Letter.docx

    pone.0314621.s003.docx (33.2KB, docx)
    Attachment

    Submitted filename: Screentime_Response Letter 20241101.docx

    pone.0314621.s004.docx (33.9KB, docx)

    Data Availability Statement

    No datasets were generated or analysed during the current study. All relevant data from this study will be made available upon study completion.


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