Cited by 239Impact of Technology on AdolescentsMental Health via WritingMedia and Digital Communication

Toward an Integrated and Differential Approach to the Relationships Between Loneliness, Different Types of Facebook Use, and Adolescents’ Depressed Mood

Open access
Frison, Eline, Eggermont, Steven·2020·Communication Research

Abstract

Although a variety of studies have examined the predictors or outcomes of adolescents’ social networking site use, these studies did not incorporate (1) an integrated, longitudinal approach to examine these relationships longitudinally in a single comprehensive model or (2) a differential approach to distinguish between different types of social networking site use. Therefore, this two-wave panel study ( N = 1,612) developed an integrated and differential model to provide a deeper understanding of the relationships among loneliness, specific types of Facebook use, and adolescents’ depressed mood. Using structural equation modeling, the results point to the presence of a poor-get-richer effect regarding active public Facebook use but reveal a poor-get-poorer effect regarding passive Facebook use. The discussion focuses on the explanation and understanding of these findings.

Integrity signals

Registry

Crossref · 10.1177/0093650215617506

Cites

87 of 87 references verified0 citation errors · 0 not checkable

Statistics

6 tests recomputed · 0 with the reported and recomputed p on opposite sides of .05

Claims the paper makes

0 of 76 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Time 2 perceived friend support was negatively associated with Time 2 avoidant coping (β = -.08, B = -.03, SE = .01, p < .01).

    “results showed that perceived friend support at Time 2 was negatively associated with adolescents' avoidant coping at Time 2, β = -.08,B = -.03,SE = .01,p < .01.”
    Quote in the paperSubstantial claim
  • Findingown data

    Receiving positive public feedback at Time 2 positively predicted Time 2 perceived friend support (β = .17, B = .19, SE = .04, p < .001).

    “which in turn positively predicted adolescents' perceptions of friend support at Time 2, β = .17,B = .19,SE = .04,p < .001.”
    Quote in the paperSubstantial claim
  • Findingown data

    Active private Facebook use at Time 1 increased perceived friend support at Time 2.

    “active private Facebook use at Time 1 increased adolescents' perceptions of friend support at Time 2 (Hypothesis 6)”
    Quote in the paperSubstantial claim
  • Findingown data

    Time 2 perceived friend support also indirectly negatively predicted Time 2 depressed mood.

    “perceived friend support at Time 2 both directly, β = -.10,B = -.04,SE = .01,p < .001,and indirectly, negatively predicted adolescents' depressed mood at Time 2.”
    Quote in the paperSubstantial claim
  • Findingown data

    Time 1 emotional loneliness positively predicted Time 2 avoidant coping (β = .09, B = .06, SE = .02, p = .01).

    “emotional loneliness at Time 1 increased adolescents' avoidant coping at Time 2, β = .09,B = .06,SE = .02,p = .01”
    Quote in the paperSubstantial claim
  • May combine two claims. 38
  • Classified as probably not a substantial claim. 52
  • May combine two claims.

    Findingown data

    Loneliness positively predicted both passive and active public Facebook use, yet their longitudinal effects differed: active use led to positive outcomes, while passive use led to negative outcomes.

    “although loneliness positively predicted both adolescents' passive Facebook use and active public Facebook use, the longitudinal impact of using Facebook in these ways significantly differed.”
    • Also stated in: § Conclusions · plain
      “Whereas active Facebook use leads to positive outcomes in the long run, passive Facebook use revealed a more harmful impact on adolescents' well-being.”
    • Also stated in: § Conclusions · plain
      “although loneliness stimulates both the posting and reading of wall posts, the impact of using Facebook in such ways is anything but similar, with posting leading to positive outcomes and reading leading to negative outcomes.”
    Quote in the paperSubstantial claim
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    Findingown data

    Perceived friend support at Time 2 negatively predicted depressed mood, both directly and indirectly via avoidant coping.

    “which in turn, both directly and indirectly through avoidant coping, negatively predicted adolescents' depressed mood.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Passive coping, but not active coping, mediates the association between loneliness and depressive symptoms in adolescents.

    “For example, Vanhalst et al. (2012) showed that passive coping, but not active coping, mediated the association between loneliness and depressive symptoms.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Vanhalst et al. (2012)

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  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Facebook users are likely to differ in the level of publicness of their interactions.

    “Given these possibilities, it is likely to expect differences between Facebook users with respect to the level of publicness of”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Uses and Gratifications theory argues that audiences actively select media and media content to satisfy individual needs.

    “This approach argues that audiences actively select media and media content to satisfy their individual needs.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Katz et al., 1973

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    Interpretationcitation

    Facebook can distract users from daily distress because it offers possibilities to passively fill time, and may therefore especially attract lonely individuals.

    “As found for television use, Facebook could be similarly capable of distracting users from their daily distress (Papacharissi & Mendelson, 2011) because it offers users a wide range of possibilities to passively fill their time and could, therefore, especially attract lonely individuals.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Papacharissi & Mendelson, 2011

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    Premisecitation

    Uses and Gratifications theory examines how individuals use media, including social media, to fulfill personal needs.

    “U&G theory examines how individuals use media, including social media, to fulfill their personal needs.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Katz et al., 1973

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Facebook is the most popular and frequently used social media platform among adolescents.

    “with Facebook being the most popular and frequently used social media platform among teens.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Lenhart, 2015

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    Interpretationreasoning

    The mixed findings on social media outcomes may be further explained by previous studies focusing on direct effects rather than indirect pathways.

    “In addition, the mixed findings with regard to the potential outcomes of adolescents' social media use could be further explained by the focus of previous studies on direct social media effects.”
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    Premisecitation

    Ryan and Xenos reported a positive correlation between loneliness and Internet users' preferences for passive engagement on Facebook.

    “For example, Ryan and Xenos (2011) reported a positive correlation between loneliness and Internet users' preferences for passive engagement on Facebook (e.g., groups, fan pages).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ryan and Xenos (2011)

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    Premisenone given

    Researchers disagree about what predicts and results from adolescents' Facebook use.

    “Although researchers agree that SNSs are widely integrated into young people's lives, scholars disagree about the predictors and outcomes of the adolescents' Facebook use.”
    Quote in the paperSubstantial claim
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    Premisenone given

    Time on Facebook can be filled by interacting in public, semi-public, or private settings.

    “First, time on Facebook can be filled by interacting with other Facebook users in a public setting (e.g., sharing a photo with all Facebook friends), a semi-public setting (e.g., sharing a photo with a specific group of Facebook friends) or a private setting (i.e., chatting with a specific Facebook friend).”
    Quote in the paperSubstantial claim
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    Premisecitation

    Lonely adolescents often struggle with identity and self-concept and report lower perceived social competence.

    “Second, studies have reported that lonely adolescents often struggle with their identity and self-concept (e.g., Sippola & Bukowski, 1999) and report lower levels of perceived social competence (e.g., DiTommaso, Brannen-McNulty, Ross, & Burgess, 2003).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Sippola & Bukowski, 1999

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    • cites DiTommaso, Brannen-McNulty, Ross, & Burgess, 2003

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    Premisecitation

    Loneliness and depressive symptoms are interrelated but conceptually distinct.

    “Although studies have demonstrated that loneliness and depressive symptoms are interrelated, they are conceptually distinct (Cacioppo, Hughes, Waite, Hawkley, & Thisted, 2006), with loneliness being a more consistent predictor of depressive symptoms than vice versa (Vanhalst et al., 2012).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Cacioppo, Hughes, Waite, Hawkley, & Thisted, 2006

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    • cites Vanhalst et al., 2012

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    Premisecitation

    Lonely people tend to passively cope with their loneliness because they believe they are powerless to change their situation and thus avoid the problem.

    “According to the literature review of Heinrich and Gullone (2006), lonely people tend to passively cope with their feelings of loneliness because they tend to believe that they are powerless to change their situation and are thus more likely to avoid the problem.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Heinrich and Gullone (2006)

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    Premisecitation

    Avoidant coping has frequently been examined as an outcome of loneliness and a predictor of depressive symptoms.

    “Avoidant coping (i.e., cognitive or behavioral attempts to deny and minimize the problem) in particular has frequently been examined as an outcome of loneliness (e.g., Heinrich & Gullone, 2006) and a predictor of depressive symptoms (e.g., Calvete, Camara, Estevez, & Villardón, 2011).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Heinrich & Gullone, 2006

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    • cites Calvete, Camara, Estevez, & Villardón, 2011

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  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Individuals with high loneliness may seek different gratifications from media than people who do not have to cope with loneliness.

    “For example, individuals with specific psychological characteristics, such as a high level of loneliness, could seek different gratifications from the media compared with people who do not have to cope with feelings of loneliness.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Lonely individuals perceive themselves as incapable of changing their situation and prefer avoidant coping over problem-focused coping.

    “First, research has shown that lonely individuals perceive themselves as being incapable of changing their situation (e.g., Heinrich & Gullone, 2006) and thus prefer avoidant coping strategies rather than problem-focused coping strategies (e.g., Vanhalst et al., 2012).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Heinrich & Gullone, 2006

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    • cites Vanhalst et al., 2012

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Greater loneliness is associated with higher levels of passive television use.

    “Early research found that greater loneliness was associated with higher levels of passive television use (e.g., Perse & Rubin, 1990).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Perse & Rubin, 1990

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    College students who were anxious or felt fear in face-to-face communication used Facebook more to pass time and relieve lonely feelings.

    “Sheldon (2008) found that college students who were anxious or felt fear in their face-to-face communication used Facebook more to pass time and relieve their lonely feelings.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Sheldon (2008)

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    Premisecitation

    Facebook offers users a wide variety of opportunities, ranging from wall posting to news-feed reading.

    “Facebook, however, offers their users a wide variety of opportunities, which range from wall posting to news-feed reading (e.g., Burke, 2011).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Burke, 2011

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    Premisecitation

    Social comparison theory holds that individuals are driven to evaluate their opinions and abilities and, absent an objective base, compare with similar others.

    “According to this theory, individuals are driven by a desire to evaluate their opinions and abilities.In the absence of an objective base for comparison, this self-evaluation motive is served through comparison with (similar) others.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Festinger, 1954

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    Interpretationreasoning

    Social support perceptions play an important role in maintaining individuals' psychological health because they can directly or indirectly, through coping strategy, decrease depressive symptoms.

    “Furthermore, we expect that social support perceptions play an important role in maintaining individuals' psychological health because they can either directly or indirectly, through the choice of a specific coping strategy, decrease individuals' depressive symptoms.”
    Quote in the paperSubstantial claim
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    Premisecitation

    When social support is needed, some adolescents turn to close ties, while others may turn to weak ties because weak ties are expected to have more experience and information about certain problems.

    “More specifically, when social support is needed, some adolescents turn to close ties, such as friends or family (Bokhorst, Sumter, & Westenberg, 2010), but others might turn to weak ties because they are expected to have more experience and information about certain problems compared with strong ties.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Bokhorst, Sumter, & Westenberg, 2010

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    Premisecitation

    Walther's hyperpersonal model argues that reduced cues of computer-mediated communication allow users to carefully select information they present.

    “This model argues that the reduced cues of CMC allow users to carefully select information that they prefer to present.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Walther's (1996)

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    Interpretationcitation

    A Facebook network consists of both strong and weak ties, making Facebook a perfect source of social support when needed.

    “Given that a Facebook network consists of both strong and weak ties, Facebook is a perfect source of social support when such support is needed (Frison & Eggermont, 2015a).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Frison & Eggermont, 2015a

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    • Rests on an assumption: A Facebook network consists of both strong and weak ties.
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationreasoning

    Broadcasting and association could increase adolescents' social support perceptions.

    “We believe that this broadcasting and association could increase adolescents' social support perceptions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Some studies reported positive associations between time spent on Facebook, Facebook intensity, having a family member on Facebook, and young people's perceived social support, while others found no support for such a relationship.

    “Although some have reported positive associations between the time spent on Facebook (Akbulut & Günüç, 2012), Facebook intensity (Liu & Yu, 2013), having a family member on Facebook (Vitak, Ellison, & Steinfield, 2011) and young people's level of perceived social support, others have found no empirical support for such a relationship (Oh, Ozkaya, & LaRose, 2014).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Akbulut & Günüç, 2012

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    • cites Liu & Yu, 2013

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    • cites Vitak, Ellison, & Steinfield, 2011

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  • May combine two claims.

    Interpretationreasoning

    Public Facebook features are expected to especially attract lonely individuals because lonely individuals often show social skills deficits and value time to select and edit posts.

    “Therefore, public Facebook features are expected to especially attract lonely individuals because these individuals often show deficits in social skills (e.g., Schinka, Van Dulmen, Mata, Bossarte, & Swahn, 2013) and therefore find it highly important to have ample time to select what to post and to have the possibility to edit this information, once it has been posted.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Schinka, Van Dulmen, Mata, Bossarte, & Swahn, 2013

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    • Rests on an assumption: Public Facebook conversations are asynchronous.
    • Rests on an assumption: Messages sent through private Facebook channels cannot be edited after they are sent.
  • May combine two claims.

    Premisecitation

    Facebook communication, social information-seeking behaviors, and public posting of mobilization requests are positively associated with individuals' social capital.

    “Research has shown that Facebook communication (Burke, 2011), social information-seeking behaviors on Facebook (Ellison et al., 2011), and the public posting of mobilization requests on Facebook (Ellison et al., 2014) are positively associated with individuals' social capital.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Burke, 2011

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    • cites Ellison et al., 2011

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    • cites Ellison et al., 2014

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    Premisecitation

    Facebook affordances can affect users' social support perceptions.

    “Scholars (e.g., Ellison, Steinfield, & Lampe, 2011;Ellison & Vitak, 2015;Vitak & Ellison, 2012) argue that these Facebook affordances could, in turn, affect users' social support perceptions.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Ellison, Steinfield, & Lampe, 2011

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    • cites Ellison & Vitak, 2015

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    • cites Vitak & Ellison, 2012

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Several studies have reported a negative relationship between nonsocial social networking site use and young people's well-being.

    “Although several studies have reported a negative relationship between nonsocial SNS use and young people's well-being (e.g., Wang, Jackson, Gaskin, & Wang, 2014), the relationship between passive Facebook use and individuals' social support perceptions is less clear.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Wang, Jackson, Gaskin, & Wang, 2014

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    Interpretationreasoning

    Broadcasting and association, typical of active Facebook use, might lower barriers to connecting with strong and weak ties, which could positively affect social support perceptions.

    “We therefore suggest that broadcasting and association, which are typical for active Facebook use, might lower the barriers for connecting with strong and/or weak ties, which in turn could positively affect users' perceptions of social support.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    The public Facebook platform can offer lonely users opportunities to satisfy identity and self-presentation needs.

    “We argue that the public Facebook platform can offer lonely users new opportunities for satisfying these specific needs.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    The baseline sample was 55% boys and 45% girls, with a mean age of 14.30 years (SD = 1.43).

    “At baseline, 55% of the participants were boys, and 45% were girls, with a mean age of 14.30 years (SD = 1.43).”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Perceiving social support could facilitate adaptive coping, which in turn could enhance adolescents' well-being.

    “In addition, perceiving social support could also indirectly heighten adolescents' wellbeing, as scholars (e.g., Aldwin, 2007) have suggested that perceiving social support could facilitate adaptive coping, which in turn could enhance adolescents' well-being.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Aldwin, 2007

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  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

    Interpretationnone given

    Incorporating antecedents and outcomes into a single comprehensive model might offer a better representation of the data compared with considering single processes alone.

    “because incorporating antecedents and outcomes into a single comprehensive model might offer a better representation of the data compared with considering single processes alone.”
    Quote in the paperNot a substantial claim
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    Study design and conductown data

    The study used a two-wave panel design with a 6-month interval among adolescents aged 12 to 19.

    “A two-wave panel study with a 6-month interval was conducted among 12-to 19year-old adolescents.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Baseline questionnaires were completed by 1,866 students, and 1,840 students took part in wave 2.

    “A total of 1,866 students completed the questionnaire at baseline, and 1,840 students participated in wave 2.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    The hyperpersonal model suggests that asynchronous computer-mediated communication allows time to compose and edit information.

    “The hyperpersonal model (Walther, 1996) further suggests that the asynchronous nature of CMC allows time to compose and edit information.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Walther, 1996

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    Study design and conductown data

    The study procedures were approved by the host university's institutional review board.

    “Approval for the study procedures was received from the institutional review board of the host university.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisereasoning

    Public Facebook conversations are asynchronous and allow users to think over, select, and edit posts, whereas private messages cannot be edited after sending.

    “The asynchrony of public Facebook conversations allows users to carefully think over and select what to post as well as to edit this information after it has been posted, whereas messages sent through private Facebook channels cannot be edited once they have been sent.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Public Facebook conversations are asynchronous.
    • Rests on an assumption: Messages sent through private Facebook channels cannot be edited after they are sent.
  • May combine two claims.

    Interpretationreasoning

    Some Facebook affordances may harm social support perceptions while others may increase them.

    “We, however, especially believe that while some Facebook affordances could enable users to passively use Facebook and could thus harm their perceptions of social support, other affordances could enable users to actively use Facebook to request social support, which could increase their perceptions of social support.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Prior studies on the relationship between Facebook use and adolescents' perceived social support have reported inconsistent findings.

    “However, prior studies that address the relationship between Facebook use and adolescents' perceptions of social support have reported rather inconsistent findings.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisereasoning

    Passive Facebook activities enable users to access and search Facebook content, while active use facilitates visibility and broadcasting of edited content and connects users.

    “While passive Facebook activities could enable users to easily access and search Facebook content, actively using Facebook could facilitate the visibility and broadcasting of (edited) Facebook content, which could connect users with each other.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    According to the main effects model of social support, social support perceptions can directly enhance an individual's sense of well-being regardless of the amount of stress experienced.

    “According to the main effects model of social support (Cohen & Wills, 1985), social support perceptions can directly enhance an individual's sense of well-being, regardless of the experienced amount of stress.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Cohen & Wills, 1985

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data

    Both waves were completed by 1,612 students, which was 86% of the first wave.

    “A total of 1,612 students completed the questionnaire for both waves (86% of the first wave).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Empirical evidence reports a significant impact of general types of Facebook use on individuals' levels of perceived social support.

    “Despite empirical evidence that reports that there is a significant impact of general types of Facebook use on individuals' levels of perceived social support (e.g., Akbulut & Günüç, 2012;Liu & Yu, 2013), few studies have investigated the specific impact of passive Facebook use.”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Akbulut & Günüç, 2012

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    • cites Liu & Yu, 2013

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  • Classified as probably not a substantial claim.

    Interpretationreasoning

    A similar impact of active Facebook use on teens' perceived level of social support is likely.

    “a similar impact of active Facebook use on teens' perceived level of social support is likely.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Passive Facebook consumption is negatively related to bridging social capital but unrelated to users' levels of social support.

    “While Facebook users' passive consumption was found to be negatively related to bridging social capital (Burke, Marlow, & Lento, 2010;Burke, 2011), this passive Facebook use was unrelated to users' levels of social support (Burke, 2011).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Burke, Marlow, & Lento, 2010

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    • cites Burke, 2011

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  • May combine two claims.

    Interpretationown data

    Status updating and wall posting can help lonely adolescents improve well-being, but only when their posts receive positive public feedback.

    “These findings reveal that status updating and wall posting are valuable Facebook tools for lonely adolescents to improve their well-being, under the condition that their posts are accompanied by positive public feedback.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    Missing values were handled with multiple imputation.

    “Given that the bootstrapping method does not allow the sample to include missing values, multiple imputation was performed (Honaker & King, 2010).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Honaker & King, 2010

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  • Classified as probably not a substantial claim.

    Study design and conductown data

    Baseline gender, age, and daily Facebook time were included as predictors of all hypothesized endogenous variables.

    “We controlled for the baseline values of the participants' gender, age, and daily time spent on Facebook, by adding them as predictors for all of the hypothesized endogenous variables in our model (i.e., types of Facebook activities at Time 1, perceived friend support at Time 2, avoidant coping at Time 2 and depressed mood at Time 2).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning

    All constructs were assessed via self-report, which may underestimate well-being and introduce shared method variance.

    “all of our constructs were measured with self-reports, which could underestimate the participants' actual well-being and could cause shared method variance.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    de Jong-Gierveld distinguished emotional and social loneliness, whereas DiTommaso and Spinner identified family, romantic, and social loneliness.

    “de Jong-Gierveld (1987) distinguished between emotional and social loneliness, whereas DiTommaso and Spinner (1993) identified family, romantic and social loneliness.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites de Jong-Gierveld, 1987

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    • cites DiTommaso & Spinner, 1993

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  • Classified as probably not a substantial claim.

    Premisecitation

    Loneliness is conceptualized as a multidimensional phenomenon.

    “Various scholars (e.g., DiTommaso & Spinner, 1993) conceptualized loneliness as a multidimensional phenomenon.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites DiTommaso & Spinner, 1993

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Prior empirical work found that negative feedback lowered adolescents' well-being, while positive feedback raised their social capital.

    “These findings are also in line with empirical studies that show that negative feedback decreased adolescents' well-being (e.g., Valkenburg et al., 2006), while positive feedback enhanced adolescents' social capital (e.g., Lee et al., 2014).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Valkenburg et al., 2006

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    • cites Lee et al., 2014

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  • May combine two claims.

    Interpretationown data

    Even though loneliness was not significantly linked to active private Facebook use, active private use did positively predict perceived friend support over six months.

    “Taken together, although no support was found for a significant association between loneliness and adolescents' active private Facebook use, the findings did reveal a positive impact of active private Facebook use on adolescents' perceptions of friend support over a period of 6 months.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Study design and conductown data

    The scale's item factor loadings were satisfactory (range .549-.947) and no crossloadings were reported.

    “were satisfactory, ranging between .549 and .947.No crossloadings were reported.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given

    Only respondents with a Facebook account at both waves (89%, N = 1,423) were analyzed.

    “we only included the 89% of respondents (N = 1,423) who had a Facebook account at Time 1 and Time 2 in our analyses.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationreasoning

    The positive link between Time 1 private Facebook interaction and Time 2 perceived friend support matched the expectation that private features enable broadcasting and association, strengthening ties and making it easier to seek support.

    “This finding was in line with our expectations that private Facebook features (i.e., private or instant messaging) can facilitate broadcasting (i.e., the ability to distribute content) and association (i.e., the ability to connect), which in turn could stimulate connections with strong and weak ties, subsequently facilitating the request for social support when needed and thus positively impacting”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Variation in publicness likely exists within Facebook users and may depend on what they aim to communicate.

    “Therefore, differences are also likely to occur within Facebook users and may depend on the content of what the user aims to communicate.”
    • Also stated in: § Limitations · hedged
      “users could vary in their level of publicness for their Facebook profile and Facebook communication.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The level of publicness of Facebook communication can be easily managed because users can switch between private and public platforms and restrict visibility.
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given

    The study cannot exclude the possibility that additional mediators or moderators influence the relationships examined.

    “the study is limited by the fact that we cannot rule out that other mediators or moderators could modulate our hypothesized relationships.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Other loneliness types may be stronger predictors of active private Facebook use than emotional loneliness.

    “The insignificant relationship between emotional loneliness and active private Facebook use might therefore suggest that other types of loneliness could be more relevant predictors of adolescents' active private Facebook use than emotional loneliness.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductown data

    The two items measuring positive public Facebook feedback correlated significantly but modestly (r = .39, p < .001).

    “Next, the item scores were summed and divided by the total number of items (r = .39,p < .001) .”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The observed associations would likely be stronger without attrition, since participants who dropped out were more lonely, less supported, and more depressed.

    “our current associations would likely be even stronger when attrition would be absent because the participants who dropped out were more lonely, perceived less social support and felt more depressed.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationreasoning

    Private Facebook settings can provide adolescents with a safe and confidential space.

    “In addition, a private Facebook setting can offer adolescent users a safe and confidential environment.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    Prior values of perceived friend support, avoidant coping, and depressed mood were also included as controls.

    “Furthermore, we added prior values as control variables.More specifically, perceived friend support at Time 1 predicted the perceived friend support at Time 2, avoidant coping at Time 1 predicted the avoidant coping at Time 2, and depressed mood at Time 1 predicted the depressed mood at Time 2.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The null relationship between loneliness and active private Facebook use may stem from the study's focus on emotional loneliness.

    “This insignificant relationship between loneliness and adolescents' active private Facebook use could be because we focused on a specific type of loneliness, i.e., emotional loneliness.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Prior research has documented similar patterns of attrition.

    “similar patterns of attrition have been examined in prior studies (de Graaf, Bijl, Smit, Ravelli, & Vollebergh, 2000).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites de Graaf, Bijl, Smit, Ravelli, & Vollebergh, 2000

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning

    The operationalization of public Facebook use did not account for varying levels of publicness.

    “A fourth limitation refers to the lack of focus on the level of publicness in the operationalization of the measurement of public Facebook use.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Status updates posted on a private Facebook profile are semi-public, whereas those posted on a public profile are fully public.
    • Rests on an assumption: The level of publicness of Facebook communication can be easily managed because users can switch between private and public platforms and restrict visibility.
  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation

    Ryan and Xenos found a negative correlation between social loneliness and preference for active social contributions on Facebook, but no significant associations with romantic or family loneliness.

    “Ryan and Xenos (2011) reported a significant negative correlation between social loneliness and the preference for active social contributions on Facebook, but nonsignificant associations with romantic and family loneliness.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ryan and Xenos, 2011

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    Loneliness may relate differently to various Facebook activities, which in turn may have differing effects on adolescent well-being.

    “Loneliness could be differently related to adolescents' Facebook activities, which in turn could differently predict adolescents' wellbeing.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisecitation

    Friends and family are key sources of social support.

    “Friends and family members are important sources of social support (Bokhorst et al., 2010).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Bokhorst et al., 2010

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    The study adds to the literature by showing that Time 1 public Facebook use predicted receiving positive feedback, which in turn predicted higher Time 2 perceived friend support.

    “the present study adds to the current literature by showing that public Facebook use at Time 1 positively predicted the receiving of positive feedback at Time 1, which in turn enhanced adolescents' perceptions of friend support at Time 2.”
    Quote in the paperSubstantial claim
75 of 75
  • The paper relies on this without support.

    Public Facebook conversations are asynchronous.

    “The asynchrony of public Facebook conversations allows users to carefully think over and select what to post as well as to edit this information after it has been posted, whereas messages sent through private Facebook channels cannot be edited once they have been sent.”
  • The paper relies on this without support.

    Messages sent through private Facebook channels cannot be edited after they are sent.

    “whereas messages sent through private Facebook channels cannot be edited once they have been sent.”
  • The paper relies on this without support.

    A Facebook network consists of both strong and weak ties.

    “Given that a Facebook network consists of both strong and weak ties, Facebook is a perfect source of social support when such support is needed (Frison & Eggermont, 2015a).”
  • The paper relies on this without support.

    The observed longitudinal associations reflect causal effects of Facebook use on friend support and depressed mood, rather than reverse causation or unmeasured confounding.

    “passive Facebook use at Time 1 decreased adolescents' perceptions of friend support at Time 2”
  • The paper relies on this without support.

    Self-reported Facebook use and feedback accurately reflect adolescents' actual behavior.

    “The participants completed four questions about their time spent on Facebook.”
  • The paper relies on this without support.

    Missing data are missing at random, so multiple imputation yields valid estimates.

    “multiple imputation was performed (Honaker & King, 2010).”
  • The paper relies on this without support.

    The six-month interval is sufficient to capture the causal lag between Facebook use and changes in friend support and depressed mood.

    “A two-wave panel study with a 6-month interval was conducted among 12-to 19year-old adolescents.”
  • The paper relies on this without support.

    The sample of Flemish adolescents is representative enough to generalize the findings to adolescents broadly.

    “which is representative of the overall Flemish secondary school population (45%; Flemish Department of Education, 2015).”
  • The paper relies on this without support.

    Positive public feedback on Facebook is perceived positively by adolescents.

    “At Time 2, adolescents received regularly positive public feedback on Facebook (M = 4.57, SD = 1.62).”
  • The paper relies on this without support.

    The unidirectional paths from loneliness to Facebook use at Time 1 are correctly specified.

    “emotional loneliness at Time 1 positively predicted adolescents' passive Facebook use at Time 1”
  • The paper relies on this without support.

    Status updates posted on a private Facebook profile are semi-public, whereas those posted on a public profile are fully public.

    “status updates that are posted on a private Facebook profile are semi-public, whereas those posted on a public profile are fully public.”
  • The paper relies on this without support.

    The level of publicness of Facebook communication can be easily managed because users can switch between private and public platforms and restrict visibility.

    “the level of publicness of Facebook communication can be simply managed because Facebook users can easily switch between the private and public Facebook platforms (or use them simultaneously) and can restrict what information is visible to others within the public platform.”
12 of 12

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Some findings have suggested that SMU has negative implications for mental health when used passively (e.g., scrolling), but potentially improves well-being when used actively (e.g., posting, direct messaging).

    “some findings have suggested that SMU has negative implications for mental health when used passively (e.g., scrolling), but potentially improves well-being when used actively (e.g., posting, direct messaging; Deters and Mehl, 2013; Escobar-Viera et al., 2018; Frison and Eggermont, 2020).”

    From Investigating the links between objective social media use, attentional control, and psychological distress (2024) · cites this paper as Frison and Eggermont, 2020

    The “Passive Facebook Use: a Poor-get-Poorer Effect” section reports that passive use indirectly increased adolescents’ depressed mood. The “Active Public Facebook Use: a Poor-get-Richer Effect” section links posting to improved well-being, but only when posts received positive public feedback; it also links private use to greater perceived friend support. The claim omits that condition and generalizes findings about adolescents’ Facebook use to social media use broadly. Page numbers are unavailable in our copy. (LLM, conf=0.86)

    Experimental — accuracy not yet measured

Statistics that don’t add up

Each reported p-value recomputed from its test statistic and degrees of freedom.

  • Inconsistent p-value: F(1, 1773) = 5.18, p < .01

    Minor

    The paper reports p < .01 here; recomputing from the test statistic and its degrees of freedom gives p = .023. The check cannot tell whether the statistic or the p-value is the misprint.

    Reported p < .01 · recomputed p = .023

  • Inconsistent p-value: F(8, 1380) = 3.23, p < .001

    Minor

    The paper reports p < .001 here; recomputing from the test statistic and its degrees of freedom gives p = .001. The check cannot tell whether the statistic or the p-value is the misprint.

    Reported p < .001 · recomputed p = .001

2 of 2

Statistics recomputed

Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.

  • Doesn’t add upF(8, 1380) = 3.23reported p < .001 · recomputed p = .001

    “F(8, 1380) = 3.23, p < .001”

  • Doesn’t add upF(1, 1773) = 5.18reported p < .01 · recomputed p = .023

    “F(1, 1773) = 5.18, p < .01”

  • ConsistentF(1, 1795) = 10.43reported p = .001 · recomputed p = .001

    “F(1, 1795) = 10.43,p = .001”

  • ConsistentF(1, 1840) = 11.61reported p = .001 · recomputed p < .001

    “F(1, 1840) = 11.61,p = .001”

  • ConsistentF(5, 1086) = 3.49reported p < .01 · recomputed p = .004

    “F(5, 1086) = 3.49, p < .01”

  • ConsistentF(10, 2174) = 13.28reported p = 0 · recomputed p < .001

    “F(10, 2174) = 13.28,p = .000”

6 of 6

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Reported friend-support means exceed the scale maximum

    Major

    Friend support is described as an average of items scored from 1 to 5, so its mean cannot exceed 5. Both means in the attrition comparison do.

  • Avoidant coping is described with the opposite sign from its coefficient

    Minor

    The text calls the association between avoidant coping and depressed mood negative, but the reported coefficient is positive. A later passage also describes avoidant coping as positively predicting depressed mood.

  • The timing of positive feedback changes between results and discussion

    Minor

    The results place positive public Facebook feedback at Time 2, whereas the discussion describes the same pathway with feedback at Time 1. This changes the stated temporal order of the pathway.

  • Table 3 assigns positive feedback a different wave

    Minor

    Table 3 labels positive public Facebook feedback as a Time 1 variable, while Table 2 labels it Time 2.

4 of 4

Cites

Flagged first, then by citations

Research works printed but not linked: 7

  1. 10.1001/archgenpsychiatry.2009.85.which · DOI
  2. Flemish Department of Education, 2015, Statistisch Jaarboek van het Vlaams Onderwijs, Schooljaar 2013-2014
  3. Hampton K. N., 2011, Social networking sites and our lives
  4. Koutamanis M., 2014, Paper presented at the International Communication Association
  5. Krasnova H., 2013, Paper presented at the 11th International Conference on Wirtschaftsinformatik
  6. Lenhart A., 2015, Teens, social media and technology overview 2015
  7. Pantic I., 2012, Psychiatria Danubina, 24, 90

Cited by

Sorted by citations

Authors
Frison, E., & Eggermont, S.
Affiliations
KU Leuven (BE)
Corresponding author
Eggermont, Steven
Venue
Communication Research
Published
2015-12-03
Volume
47
Issue
5
Pages
701-728
ISSN
  • 0093-6502 (ISSN-L)
  • 1552-3810
OpenAlex
W2259768013
Cited by
239
References
84
Citations by year
2026: 37 · 2025: 23 · 2024: 24 · 2023: 23 · 2022: 28 · 2021: 33 · 2020: 24 · 2019: 22 · 2018: 11 · 2017: 11 · 2016: 3
FWCI
27.55
Type
journal article
Language
en
Open access
Locations
  • Communication Research (publishedVersion)
  • Lirias (submittedVersion, other-oa)
Funders
Fonds Wetenschappelijk Onderzoek
Topics
  • Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
  • Social Sciences › Psychology › Social Psychology › Mental Health via Writing
  • Physical Sciences › Computer Science › Computer Networks and Communications › Media and Digital Communication
Keywords
loneliness, Facebook use, adolescents, depressive mood, social networking sites

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-07.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-07.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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