Toward an Integrated and Differential Approach to the Relationships Between Loneliness, Different Types of Facebook Use, and Adolescents’ Depressed Mood
Open accessAbstract
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.
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- 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
- Findingown data
Time 1 active public Facebook use was not significantly related to Time 2 perceived friend support.
“However, results found no support for a significant relationship between active public Facebook use at Time 1 and adolescents' perceptions of friend support at Time 2.”
Quote in the paperSubstantial claim - Findingown data
All paths in the model were statistically significant at p < .05.
“All paths are significant at p < .05.”
Quote in the paperSubstantial claim - Findingown data
A significant total indirect effect linked loneliness to depressed mood through public Facebook use, positive public feedback, perceived friend support, and avoidant coping (-.00003 = .10 × .09 × 17 × -.08 × .27; p < .05).
“In addition, the total indirect effect of loneliness on adolescents' depressed mood, through public Facebook use, positive public Facebook feedback, perceived friend support, and avoidant coping was also significant (-.00003 = .10* .09* 17 * -.08 * .27;p < .05).”
Quote in the paperSubstantial claim - Findingown data
Time 1 emotional loneliness positively predicted Time 1 passive Facebook use (β = .07, B = .11, SE = .05, p < .05).
“results showed that emotional loneliness at Time 1 positively predicted adolescents' passive Facebook use at Time 1, β = .07,B = .11,SE = .05,p < .05”
Quote in the paperSubstantial claim - Findingown data
Time 1 emotional loneliness positively predicted Time 1 active public Facebook use (β = .10, B = .17, SE = .05, p < .001).
“and adolescents' active public Facebook use at Time 1, β = .10,B = .17,SE = .05,p < .001.”
Quote in the paperSubstantial claim - Findingown data
Time 1 emotional loneliness was not significantly related to Time 1 active private Facebook use (p > .05).
“However, results found no support for a significant relationship between emotional loneliness at Time 1 and adolescents' active private Facebook use at Time 1, p > .05.”
Quote in the paperSubstantial claim - Findingown data
Time 1 active private Facebook use positively predicted Time 2 perceived friend support (β = .10, B = .09, SE = .04, p < .05).
“whereas active private Facebook use at Time 1 enhanced adolescents' perceptions of friend support at Time 2, β = .10,B = .09,SE = .04,p < .05.”
Quote in the paperSubstantial claim - Findingown data
Time 2 avoidant coping was reported as negatively related to Time 2 depressed mood (β = .27, B = .22, SE = .03, p < .001).
“Avoidant coping at Time 2, in turn, was negatively related with adolescents' depressed mood at Time 2, β = .27,B = .22,SE = .03,p < .001.”
Quote in the paperSubstantial claim - Findingown data
There was no significant relationship between loneliness at Time 1 and active private Facebook use at Time 2.
“no support was found for a significant relationship between loneliness at Time 1 and adolescents' active private Facebook at Time 2 (Hypothesis 3)”
- Also stated in: § Additional information · plain
“we found no support for a relationship between loneliness and adolescents' active private Facebook use.”
Quote in the paperSubstantial claim - Also stated in: § Additional information · plain
- Findingown data
Time 1 passive Facebook use negatively predicted Time 2 perceived friend support (β = -.09, B = -.08, SE = .04, p < .05).
“results demonstrated that passive Facebook use at Time 1 decreased adolescents' perceptions of friend support at Time 2, β = -.09,B = -.08,SE = .04,p < .05”
Quote in the paperSubstantial claim - Findingown data
Time 1 public Facebook use positively predicted receiving positive public feedback at Time 2 (β = .09, B = .07, SE = .03, p < .05).
“results showed that public Facebook use at Time 1 increased receiving positive public Facebook feedback at Time 2, β = .09,B = .07,SE = .03,p < .05”
Quote in the paperSubstantial claim - Findingown data
Time 1 emotional loneliness had an indirect positive effect on Time 2 depressed mood.
“Lastly, emotional loneliness at Time 1 indirectly enhanced adolescents' depressed mood at Time 2, as results showed that emotional loneliness at Time 1 increased adolescents' avoidant coping at Time 2, β = .09,B = .06,SE = .02,p = .01,which in turn positively predicted adolescents' depressed mood at Time 2.”
Quote in the paperSubstantial claim - Findingown data
A significant total indirect effect linked loneliness to depressed mood through passive Facebook use, perceived friend support, and avoidant coping (.0001 = .07 × -.09 × -.08 × .27; p = .01).
“Results revealed a significant total indirect effect of loneliness on adolescents' depressed mood, through passive Facebook use, perceived friend support, and avoidant coping (.0001 = .07* -.09 * -.08 * .27;p = .01).”
Quote in the paperSubstantial claim - Findingown data
Time 2 perceived friend support directly negatively predicted Time 2 depressed mood (β = -.10, B = -.04, SE = .01, p < .001).
“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
The final structural model fit the data well (χ2 = 4397.81, df = 1117, p < .001, RMSEA = .04, CFI = .92, χ2/df = 3.94).
“The final model, presented in figure 2, showed a good fit of the data and yielded a chi-square value of 4397.81 with 1117 degrees of freedom, p < .001,RMSEA = .04;CFI = .92;χ²/df = 3.94.”
Quote in the paperSubstantial claim - Findingown data
The model's predictors explained 46% of the variance in depressed mood (R2 = .46).
“In addition, all predictors in the model explained 46% of the variance in adolescents' depressed mood (R 2 = .46).”
Quote in the paperNot a substantial claim - Interpretationreasoning
Using Facebook passively may fulfill lonely people's specific coping needs.
“We therefore believe that by using Facebook passively, lonely peoples' specific coping needs might be fulfilled.”
Quote in the paperSubstantial claim - Premisecitation
Avoidant coping strategies increase adolescents' depressive symptoms.
“These avoidant coping strategies, in turn, have been shown to increase adolescents' depressive symptoms (e.g., Calvete et al., 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Calvete et al., 2011
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- Interpretationreasoning
The mixed findings on Facebook use and depression may be partly explained by previous studies focusing on overall Facebook use rather than specific types.
“We believe that these mixed findings could be partly explained by the focus of previous studies on overall Facebook use, such as the amount of time spent on Facebook or Facebook intensity (i.e., a combination of the number of Facebook friends, frequency of Facebook use, and emotional attachment to Facebook).”
Quote in the paperSubstantial claim - Premisecitation
Subsequent studies on the mental health effects of social networking site use reported inconsistent findings.
“However, subsequent studies reported inconsistent findings (e.g., Jelenchick, Eickhoff, & Moreno, 2013;Pantic et al., 2012), which reveals a much more complex reality.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Jelenchick, Eickhoff, & Moreno, 2013
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- cites Pantic et al., 2012
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- Premisecitation
Loneliness is an important predictor of adolescents' depressive symptoms.
“An important predictor of adolescents' depressive symptoms is loneliness (e.g., Vanhalst, Luyckx, Teppers, & Goossens, 2012), which Peplau and Perlman (1982) described as the unpleasant state that results from a perceived discrepancy between one's actual and desired relationships.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Vanhalst, Luyckx, Teppers, & Goossens, 2012
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- Premisecitation
Loneliness is a more consistent predictor of depressive symptoms than depressive symptoms are of loneliness.
“with loneliness being a more consistent predictor of depressive symptoms than vice versa (Vanhalst et al., 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Vanhalst et al., 2012
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- Premisecitation
The impact of loneliness on adolescents' depressive symptoms can be partly explained by individuals' ways of coping.
“This impact of loneliness on adolescents' depressive symptoms can be partly explained by individuals' ways of coping (Vanhalst et al., 2012), which refers to the use of emotional, cognitive or behavioral strategies for dealing with pressures, demands, and emotions in response to distress (Lazarus & Folkman, 1984).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Vanhalst et al., 2012
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- cites Lazarus & Folkman, 1984
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- Premisecitation
Recent empirical findings on the relationship between loneliness and Facebook use are mixed.
“However, recent empirical findings, which focus on Facebook use in particular, are rather mixed.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Clayton, Osborne, Miller, & Oberle, 2013
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- cites Sheldon, 2012
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- Premisecitation
Introverts reported engaging in greater self-exploratory behaviors on Facebook.
“In line with this assumption, Michikyan, Subrahmanyam, and Dennis (2014) found that introverts reported engaging in greater self-exploratory behaviors on Facebook.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Michikyan, Subrahmanyam, and Dennis (2014)
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- Interpretationcitation
Facebook affordances and social comparison theory provide sufficient reason to expect a negative association between passive Facebook use and social support perceptions.
“Thus, although the empirical evidence regarding the relationship between passive Facebook use and users' social support perceptions has been somewhat mixed, Facebook affordances and social comparison theory (Festinger, 1954) gives us sufficient reason to expect a negative association between both constructs.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Festinger, 1954
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- Study design and conductcitation
The proportion of the sample in a general educational program (46%) matched the overall Flemish secondary school population (45%).
“In total, fifteen Flemish high schools participated, with 46% of the sample following a general educational program, which is representative of the overall Flemish secondary school population (45%; Flemish Department of Education, 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Flemish Department of Education, 2015
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- Premisecitation
No study has examined the relationship between loneliness and specific types of active Facebook use.
“However, few studies have examined the relationship between loneliness and Facebook (e.g., Sheldon, Abad, & Hinsch, 2011), including active forms of Facebook use (e.g., Clayton et al., 2013), with no study thus far having examined the relationship between loneliness and specific types of active Facebook use.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Sheldon, Abad, & Hinsch, 2011
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- cites Clayton et al., 2013
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- Interpretationreasoning
Upward online comparison behaviors are expected to have a similar negative impact on adolescents' social support perceptions.
“we can expect a similar negative impact on adolescents' social support perceptions.”
Quote in the paperSubstantial claim - Interpretationreasoning
Broadcasting Facebook content allows users to easily request support from their network.
“Moreover, through the broadcasting of Facebook content, users can easily request support from this network.”
Quote in the paperSubstantial claim - Premisecitation
Adaptive coping decreases adolescents' depressed mood.
“This adaptive coping, in turn, has been shown to decrease adolescents' depressed mood (e.g., Murberg & Bru, 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Murberg & Bru, 2005
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- Interpretationcitation
Opportunities for online self-presentation experimentation could particularly attract lonely adolescents because they might fulfill their need for identity exploration.
“Given that lonely individuals often struggle with their identity and self-concept (Sippola & Bukowski, 1999), these opportunities for online selfpresentation experimentation could particularly attract lonely adolescents because these online tools might best fulfill their need for identity exploration.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sippola & Bukowski, 1999
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- Premisecitation
Due to the editability of Facebook content, users can present themselves in their best possible way.
“In addition, due to the editibality of Facebook content, Facebook users can present themselves in their best possible way (Manago, Graham, Greenfield, & Salimkhan, 2008;Vogel, Rose, Robert, & Eckles, 2014).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Manago, Graham, Greenfield, & Salimkhan, 2008
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- cites Vogel, Rose, Robert, & Eckles, 2014
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- Interpretationreasoning
The visibility, persistence, and searchability of passive Facebook use could decrease adolescents' social support perceptions.
“We believe that this visibility, persistence and searchability of (passive) Facebook (use) could decrease adolescents' social support perceptions.”
Quote in the paperSubstantial claim - Interpretationreasoning
Lonely people's needs for self-presentation and editing can be fulfilled through actively using the public Facebook platform.
“Thus, we expect that lonely peoples' specific needs for self-presentation and editing, which could stem from their identity struggle and social skills deficits, can be fulfilled through actively using the public Facebook platform.”
Quote in the paperSubstantial claim - Interpretationreasoning
The ability to connect with other users and their content could contribute to increased social support perceptions.
“The ability to connect both with other users and with the content of other users could further contribute to increased social support perceptions.”
Quote in the paperSubstantial claim - Premisecitation
Upward online comparison behaviors have been linked with negative outcomes, including depressive symptoms and negative emotions.
“Given that such upward online comparison behaviors have been linked with various negative outcomes, including depressive symptoms (Feinstein & Hershenberg, 2013) and negative emotions (Haferkamp & Krämer, 2011), we can expect a similar negative impact on adolescents' social support perceptions.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Feinstein & Hershenberg, 2013
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- cites Haferkamp & Krämer, 2011
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- Premisenone given
Social networking site users can adapt to different affordances by engaging in different types of Facebook activities, such as passive or active use.
“SNS users can adapt to different affordances by engaging in different types of Facebook activities, such as passive Facebook use (i.e., browsing through others' Facebook profiles) or active Facebook use (e.g., wall posting, private messaging).”
Quote in the paperSubstantial claim - Premisecitation
Social support perceptions have been shown to decrease symptoms of depression.
“In line with this hypothesis, social support perceptions have been shown to decrease the symptoms of depression (e.g., Rueger, Malecki, & Demaray, 2010).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rueger, Malecki, & Demaray, 2010
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- Premisecitation
Facebook users apply self-presentation tools in different ways, resulting in different online self-presentations.
“Research (e.g., Michikyan, Dennis, & Subrahamanyam, 2014) has shown that Facebook users apply these self-presentation tools in different ways, which can result in different online self-presentations.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Michikyan, Dennis, & Subrahamanyam, 2014
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- Premisecitation
Support seekers may turn more easily to online health-related support groups because participants may be in a more similar situation.
“as research has shown that support seekers might turn more easily to online health-related support groups (e.g., Wright & Miller, 2010) because those who participate might be in a more similar situation.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Wright & Miller, 2010
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- Premisecitation
High availability of support from friends positively predicts adolescents' adaptive coping, specifically social support seeking.
“In line with this suggestion, a high availability of support from friends was found to positively predict adolescents' adaptive coping (i.e., social support seeking) (Bal, Crombez, Van Oost, & Debourdeaudhuij, 2003).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Bal, Crombez, Van Oost, & Debourdeaudhuij, 2003
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- Premisecitation
Upward comparison behaviors are especially well stimulated through Facebook.
“As a result, upward comparison behaviors (i.e., comparison with those we believe are better off) are especially well stimulated through Facebook (Chou & Edge, 2012).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chou & Edge, 2012
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- Interpretationreasoning
Facebook provides a useful and popular base for social comparison because of the visibility, persistence, and searchability of its content.
“Facebook can provide a useful and popular base for such social comparison behaviors, given the visibility, persistence and searchability of the Facebook content.”
Quote in the paperSubstantial claim - Premisecitation
Social support and bonding social capital are closely linked because both rely on close personal relationships.
“Given that social support and bonding social capital are closely linked because both constructs rely on a similar resource, i.e., close personal relationships (e.g., friends and family) (Vitak & Ellison, 2012), a similar impact of active Facebook use on teens' perceived level of social support is likely.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Vitak & Ellison, 2012
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- Interpretationown data
The findings showed that Facebook's role differed across the associations examined.
“First, the results revealed a differential role of Facebook within the investigated associations.”
Quote in the paperSubstantial claim - Interpretationown data
The results support a poor-get-richer effect, in which lonely adolescents who interact publicly on Facebook may benefit.
“These results hereby provide support for a poor-getricher effect, i.e., lonely adolescents who interact in a public Facebook setting could benefit from using Facebook in this way.”
Quote in the paperSubstantial claim - Study design and conductown data
Both-wave participants had lower emotional loneliness scores than one-wave participants (M = 2.13 vs. 2.28, F(1, 1773) = 5.18, p < .01).
“Follow-up univariate analyses revealed that adolescents who participated in both waves scored significantly lower on emotional loneliness (M = 2.13; SD = .84versus M = 2.28; SD = .87),F(1, 1773) = 5.18, p < .01,hp 2 = .004”
Quote in the paperNot a substantial claim - Interpretationown data
The expected rich-get-richer pattern was not supported by the results.
“Thus, although we expected to find support for a rich-get-richer effect (i.e., non-lonely adolescents who interact in a private Facebook setting could benefit from using Facebook in this way), the results did not provide evidence for a rich-get-richer pattern.”
Quote in the paperSubstantial claim - Interpretationown data
Positive public feedback is an important condition for active public Facebook use to benefit adolescents' perceived friend support.
“the results showed that receiving positive public feedback is an important condition under which the beneficial impact of actively using Facebook in a public setting on adolescents' perceptions of friend support could occur.”
Quote in the paperSubstantial claim - Interpretationown data
The study supported a differential role of Facebook use in the loneliness-depression association.
“The present study found support for the hypothesized differential role of Facebook use within the loneliness-depression association, hereby providing a greater insight into the relationships between loneliness, specific types of Facebook use, and adolescents' depressed mood and offering important contributions that can be used to guide future research.”
Quote in the paperSubstantial claim - Study design and conductown data
Both-wave participants had higher perceived friend support scores than one-wave participants (M = 5.86 vs. 5.59, F(1, 1840) = 11.61, p = .001).
“but higher on perceived friend support (M = 5.86; SD = 1.14 versus M = 5.59; SD = 1.40),F(1, 1840) = 11.61,p = .001,hp 2 = .006.”
Quote in the paperNot a substantial claim - Interpretationown data
The results support a poor-get-poorer effect, in which lonely adolescents who use Facebook passively may experience negative outcomes.
“These results hereby provide evidence for a poor-get-poorer effect, i.e., lonely adolescents who passively use Facebook can experience negative outcomes from using Facebook in this way.”
Quote in the paperSubstantial claim - Study design and conductown data
A confirmatory factor analysis of the nine items across three factors showed acceptable fit (χ2 = 98.47, df = 23, p < .001; χ2/df = 4.28, CFI = .99, RMSEA = .04).
“A CFA with the three factors explained by the nine items produced an acceptable fit, with a chi-square value of 98.47 that had 23 degrees of freedom, p < .001;χ²/df = 4.28, p = .000,CFI = .99,RMSEA = .04.”
Quote in the paperSubstantial claim - Study design and conductown data
A multivariate analysis of variance found significant differences between both-wave and one-wave participants (V = .02, F(8, 1380) = 3.23, p < .001, ηp2 = .02).
“using Pillai's trace, a multivariate analysis of variance (i.e., MANOVA) showed significant differences (V = .02,F(8, 1380) = 3.23, p < .001,hp 2 = .02).”
Quote in the paperNot a substantial claim - Study design and conductreasoning
Attrition between Time 1 and Time 2 is a significant limitation of the study.
“the drop-out between Time 1 and Time 2 is an important limitation of the present study”
Quote in the paperNot a substantial claim - Study design and conductown data
Exploratory factor analysis of the Multidimensional Scale of Facebook Use produced a three-factor solution that explained 74.60% of the total variance.
“Using principal components analysis with an oblique rotation, a three-factor solution was obtained that accounted for 74.60% of the total variance.”
Quote in the paperSubstantial claim - Interpretationown data
The findings add to the literature by showing that different Facebook activities play central but distinct roles in the loneliness-depression relationship.
“These findings contribute to the existing literature by emphasizing the need to differentiate between various types of Facebook activities because these types were found to fulfill a central, but differential, role within this relationship.”
Quote in the paperSubstantial claim - Interpretationown data
The study extends prior work by providing evidence for the poor-get-poorer mechanism in a Facebook setting.
“the current study extends prior research by revealing empirical evidence for this poor-get-poorer mechanism in a Facebook context.”
Quote in the paperSubstantial claim - Study design and conductown data
Both-wave participants had lower depressed mood scores than one-wave participants (M = 1.69 vs. 1.84, F(1, 1795) = 10.43, p = .001).
“and depressed mood (M = 1.69;SD = .66versus M = 1.84;SD = .74),F(1, 1795) = 10.43,p = .001,hp 2 = .006”
Quote in the paperNot a substantial claim - Premisecitation
Adolescents' Facebook networks are composed mainly of friends and family.
“research has shown that teens' Facebook network mainly consists of friends (who they know from the offline world) and family members (Madden, Lenhart, Cortesi, Smith, & Beaton, 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Madden et al., 2013
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- Interpretationown data
The study advances prior work by offering an integrated, differential model linking loneliness, distinct Facebook use types, and adolescent depressed mood.
“the results from the present study extend prior research by developing an integrated and differential approach to the relationships between loneliness, specific types of Facebook use, and adolescents' depressed mood.”
Quote in the paperSubstantial claim - Interpretationown data
Perceived friend support is central to the link between specific Facebook use types and adolescents' depressed mood.
“Third, the results showed that perceived friend support plays a key role within the relationship between specific types of Facebook use and adolescents' depressed mood, which emphasizes the need for future studies to further explore the concept of perceived friend support within this relationship.”
Quote in the paperSubstantial claim
- May combine two claims. 38
- Classified as probably not a substantial claim. 52
May combine two claims.
Findingown dataLoneliness 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- Also stated in: § Conclusions · plain
May combine two claims.
Findingown dataPerceived 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPassive 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).
InterpretationreasoningFacebook 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 claimClassified as probably not a substantial claim.
PremisecitationUses 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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May combine two claims.
InterpretationcitationFacebook 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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Classified as probably not a substantial claim.
PremisecitationUses 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.
PremisecitationFacebook 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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InterpretationreasoningThe 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.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationRyan 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 givenResearchers 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 claimClassified as probably not a substantial claim.
Premisenone givenTime 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 claimMay combine two claims.
PremisecitationLonely 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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May combine two claims.
PremisecitationLoneliness 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
Not checked in the free run.
- cites Vanhalst et al., 2012
Not checked in the free run.
May combine two claims.
PremisecitationLonely 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)
Not checked in the free run.
May combine two claims.
PremisecitationAvoidant 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
Not checked in the free run.
Classified as probably not a substantial claim.
InterpretationreasoningIndividuals 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 claimMay combine two claims.
PremisecitationLonely 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
Not checked in the free run.
- cites Vanhalst et al., 2012
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationGreater 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).
PremisecitationCollege 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)
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationFacebook 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
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
PremisecitationSocial 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
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
InterpretationreasoningSocial 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 claimMay combine two claims.
PremisecitationWhen 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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Classified as probably not a substantial claim.
PremisecitationWalther'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)
Not checked in the free run.
May combine two claims.
InterpretationcitationA 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
Not checked in the free run.
- Rests on an assumption: A Facebook network consists of both strong and weak ties.
Probably not a substantial claim: may not pass S4 (based).
InterpretationreasoningBroadcasting 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationSome 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.
InterpretationreasoningPublic 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
Not checked in the free run.
- 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.
PremisecitationFacebook 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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Classified as probably not a substantial claim.
PremisecitationFacebook 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).
PremisecitationSeveral 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
Not checked in the free run.
May combine two claims.
InterpretationreasoningBroadcasting 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 claimClassified as probably not a substantial claim.
InterpretationreasoningThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataThe 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 claimMay combine two claims.
PremisecitationPerceiving 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
Not checked in the free run.
Probably not a substantial claim: may not pass S2 (checkable), S4 (based).
Interpretationnone givenIncorporating 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 claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductown dataThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataBaseline 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 claimClassified as probably not a substantial claim.
PremisecitationThe 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe 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 claimMay combine two claims.
PremisereasoningPublic 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.
InterpretationreasoningSome 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisenone givenPrior 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 claimClassified as probably not a substantial claim. May combine two claims.
PremisereasoningPassive 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 claimClassified as probably not a substantial claim.
PremisecitationAccording 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataBoth 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationEmpirical 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
Not checked in the free run.
- cites Liu & Yu, 2013
Not checked in the free run.
Classified as probably not a substantial claim.
InterpretationreasoningA 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 claimClassified as probably not a substantial claim. May combine two claims.
PremisecitationPassive 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
Not checked in the free run.
- cites Burke, 2011
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May combine two claims.
Interpretationown dataStatus 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 claimClassified as probably not a substantial claim.
Study design and conductreasoningMissing 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
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductown dataBaseline 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningAll 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 claimClassified as probably not a substantial claim. May combine two claims.
Premisecitationde 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
Not checked in the free run.
- cites DiTommaso & Spinner, 1993
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationLoneliness 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
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationPrior 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
Not checked in the free run.
- cites Lee et al., 2014
Not checked in the free run.
May combine two claims.
Interpretationown dataEven 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 claimMay combine two claims.
Study design and conductown dataThe 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 claimClassified as probably not a substantial claim.
Study design and conductnone givenOnly 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 claimMay combine two claims.
InterpretationreasoningThe 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 claimClassified as probably not a substantial claim. May combine two claims.
InterpretationreasoningVariation 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.
- Also stated in: § Limitations · hedged
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone givenThe 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 claimClassified as probably not a substantial claim.
InterpretationreasoningOther 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThe 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 claimMay combine two claims.
Interpretationown dataThe 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 claimClassified as probably not a substantial claim.
InterpretationreasoningPrivate 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 claimClassified as probably not a substantial claim.
Study design and conductown dataPrior 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationPrior 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 conductreasoningThe 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.
PremisecitationRyan 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 dataLoneliness 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 claimClassified as probably not a substantial claim.
PremisecitationFriends 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 dataThe 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
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.”
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
MinorThe 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
“F(1, 1773) = 5.18, p < .01”
Inconsistent p-value: F(8, 1380) = 3.23, p < .001
MinorThe 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
“F(8, 1380) = 3.23, p < .001”
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”
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
MajorFriend 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.
“higher on perceived friend support (M = 5.86; SD = 1.14 versus M = 5.59; SD = 1.40)”
“On a 5-point scale that ranged from Strongly disagree (=1) to Strongly agree (= 5), the respondents evaluated four items (e.g., "When you are feeling down or in a difficult situation … my friends really try to help me") (α = .94).By summing the item scores and dividing the sum by the total number of items, an estimate of the adolescents' perceptions of friend support was created.”
Avoidant coping is described with the opposite sign from its coefficient
MinorThe 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.
“Avoidant coping at Time 2, in turn, was negatively related with adolescents' depressed mood at Time 2, β = .27,B = .22,SE = .03,p < .001.”
“which in turn positively predicted adolescents' depressed mood at Time 2.”
The timing of positive feedback changes between results and discussion
MinorThe 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.
“public Facebook use at Time 1 increased receiving positive public Facebook feedback at Time 2, β = .09,B = .07,SE = .03,p < .05”
“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.”
Table 3 assigns positive feedback a different wave
MinorTable 3 labels positive public Facebook feedback as a Time 1 variable, while Table 2 labels it Time 2.
“5. Positive public FB feedback (T1)”
“| Positive public FB feedback | 1 | 7 | 4.24 (1.58) 4.84 (1.33) 4.66 (.10) | 4.50 (.06) | 4.53 (.25) | | | | (T2) | | | | | | | |”
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- Authors
- Frison, E., & Eggermont, S.
- Affiliations
- KU Leuven (BE)
- Corresponding author
- Eggermont, Steven
- Venue
- Communication Research
- Publisher
- SAGE Publications
- Published
- 2015-12-03
- Volume
- 47
- Issue
- 5
- Pages
- 701-728
- ISSN
- 0093-6502 (ISSN-L)
- 1552-3810
- OpenAlex
- W2259768013
- Semantic Scholar
- dc0547ae06e8f6f4a32cbdf5476373931733811a
- 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
- green
- lirias.kuleuven.be
- 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.
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