Social Media and Mental Health: Benefits, Risks, and Opportunities for Research and Practice
Open accessAbstract
Social media platforms are popular venues for sharing personal experiences, seeking information, and offering peer-to-peer support among individuals living with mental illness. With significant shortfalls in the availability, quality, and reach of evidence-based mental health services across the United States and globally, social media platforms may afford new opportunities to bridge this gap. However, caution is warranted, as numerous studies highlight risks of social media use for mental health. In this commentary, we consider the role of social media as a potentially viable intervention platform for offering support to persons with mental disorders, promoting engagement and retention in care, and enhancing existing mental health services. Specifically, we summarize current research on the use of social media among mental health service users, and early efforts using social media for the delivery of evidence-based programs. We also review the risks, potential harms, and necessary safety precautions with using social media for mental health. To conclude, we explore opportunities using data science and machine learning, for example by leveraging social media for detecting mental disorders and developing predictive models aimed at characterizing the aetiology and progression of mental disorders. These various efforts using social media, as summarized in this commentary, hold promise for improving the lives of individuals living with mental disorders.
AI snapshot
Written from the paper’s full text.
TL;DR
This commentary reviews evidence that social media is widely used by people with mental illness and may support social interaction, peer support, and engagement in services, while also carrying risks for symptoms, hostile interactions, and daily life. It argues that benefits should not yet be viewed as outweighing harms and calls for safeguards, ethical attention, and further research, including digital phenotyping and machine learning.
Key findings
- Social media use is common among psychiatric populations: about 70% among middle-aged/older individuals and those with serious mental illness, 72% among peer support agency respondents, 68% daily use among first-episode psychosis, over 97% among adolescents/young adults with psychotic or mood disorders, and 98% among adolescents recruited from community mental health centers; in 2020 there were an estimated 3.8 billion social media users worldwide, half the global population.
- Potential benefits include facilitating social interaction, access to peer support networks, and promoting engagement/retention in services; in a HORYZONS pilot, 95% engaged with the peer-to-peer networking feature and there were significant reductions in depression, while PeerFIT’s private Facebook group appeared to increase engagement.
- Risks include associations between heavy/prolonged social media use and anxiety/depressive symptoms; using 7–11 platforms versus 2 or fewer was associated with 3 times greater odds of high depressive symptoms and 3.2 times greater odds of high anxiety symptoms; cyberbullying is linked to depression/anxiety, with females twice as likely to be victims; youth with moderate-to-severe depressive symptoms were more likely to report hostile comments or being “trolled” (31% vs. 14%); over one third of social media users with serious mental illness expressed privacy concerns.
- Emerging opportunities include using machine learning and digital phenotyping on Twitter/Instagram data to study depression, schizophrenia communication patterns, and illness onset/course, though ethical concerns about consent, identifiability, and stigma remain.
Methods
- This is a commentary/narrative review, not a systematic review; the authors searched Medline and Google Scholar using terms “mental health” or “mental illness” and “social media,” and searched reference lists of recent reviews and relevant studies.
- They did not perform a systematic search or apply specific inclusion criteria based on study design or type of mental disorder.
- The main analysis is a narrative synthesis of benefits, risks, and future directions, without meta-analysis or new primary data.
Limitations
- Stated: the review is not systematic or exhaustive; it only summarizes published studies, omitting private-sector or gray literature; it did not assess risk of bias; few intervention studies reported negative findings, suggesting possible publication bias; and most studies were from the United States or other high-income settings, with a dearth of research in low- and middle-income countries.
- Evident and stated: many included studies are cross-sectional, making it difficult to draw conclusions about direction of causation.
- Evident: as a commentary, it relies on secondary literature and does not present original empirical findings.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
62 of 138 cited sources checked · 38 supported · 0 flagged · accuracy not yet measured
- Premisecitation
For individuals who openly discuss mental health problems on Twitter, this served as an important opportunity to seek support and to hear about the experiences of others.
“For individuals who openly discuss mental health problems on Twitter, a study by Berry et al. (2017) found that this served as an important opportunity to seek support and to hear about the experiences of others (Berry et al., 2017).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Berry et al., 2017 source
- Premisecitation
Some individuals may prefer to seek help for mental health concerns online rather than through in-person encounters.
“while other studies have found that some individuals may prefer to seek help for mental health concerns online rather than through in-person encounters (Batterham & Calear, 2017).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Batterham & Calear, 2017 source
- Premisecitation
Individuals self-identified as having a schizophrenia spectrum disorder reported that visiting social media sites was one of their most common activities when using digital devices, taking up roughly 2 hours each day.
“Individuals who self-identified as having a schizophrenia spectrum disorder responded to a survey shared through the National Alliance of Mental Illness (NAMI), and reported that visiting social media sites was one of their most common activities when using digital devices, taking up roughly 2 hours each day (Gay, Torous, Joseph, Pandya, & Duckworth, 2016).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Gay, Torous, Joseph, Pandya, & Duckworth, 2016 source
- Premisecitation
In a qualitative study, participants with schizophrenia described greater anonymity, the ability to discover that other people have experienced similar health challenges, and reducing fears through greater access to information as important motivations for using the Internet to seek mental health information.
“In a qualitative study, participants with schizophrenia described greater anonymity, the ability to discover that other people have experienced similar health challenges, and reducing fears through greater access to information as important motivations for using the Internet to seek mental health information (Schrank, Sibitz, Unger, & Amering, 2010).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Schrank, Sibitz, Unger, & Amering, 2010 source
- Premisecitation
Individuals with mental disorders are increasingly gaining access to and using mobile devices, such as smartphones.
“Recent studies have shown that individuals with mental disorders are increasingly gaining access to and using mobile devices, such as smartphones”
Quote in the paperNot a substantial claim2 of 3 sources checked- cites Firth et al., 2015 source
The Results and Discussion report that mobile-phone ownership increased over time among people with psychosis, and the Results report daily use by some phone owners. The study does not establish an increasing trend in use or smartphone ownership, and its findings on ownership are specific to psychotic disorders rather than mental disorders generally. Page numbers are not available in our copy. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites Glick, Druss, Pina, Lally, & Conde, 2016 source
- cites Torous, Chan, et al., 2014 source
The Discussion’s Principal Findings report that 62.5% of surveyed psychiatric outpatients owned smartphones and that 70.6% were interested in using them to monitor symptoms. The paper predicts that access and engagement will grow, but its survey does not establish that ownership or actual use was increasing over time. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Among middle-age and older individuals with mental illness accessing services at peer support agencies, 72% reported using social media.
“Comparable findings were demonstrated among middle-age and older individuals with mental illness accessing services at peer support agencies, where 72% of respondents reported using social media (Aschbrenner, Naslund, Grinley, et al., 2018).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Aschbrenner, Naslund, Grinley, et al., 2018 source
The Discussion reports that 72% of peer support agency respondents used social media. However, the Abstract Methods describes the survey population as adults aged 18 and over; the 72% figure is not reported specifically for middle-aged and older respondents. (LLM, conf=0.87)
Experimental — accuracy not yet measured
- Premisecitation
Rates of social media use among psychiatric populations have increased in recent years.
“Rates of social media use among psychiatric populations have increased in recent years”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Brunette et al., 2019 source
The Discussion concludes that a growing number of people with serious mental illness use social media, supporting the direction of the claim. But it frames this as a suggestion from survey data, not a measured increase in social-media-use rates over time, and it concerns people with serious mental illness rather than psychiatric populations generally. No page number is available in our copy. (LLM, conf=0.82)
Experimental — accuracy not yet measured
- Premisecitation
Participation in chat rooms may contribute to worsening symptoms in young people with psychotic disorders.
“participation in chat rooms may contribute to worsening symptoms in young people with psychotic disorders (Mittal, Tessner, & Walker, 2007)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Mittal, Tessner, & Walker, 2007 source
The Results report that adolescents who spent more time in chat rooms had more severe schizotypal personality disorder (SPD) symptom ratings. The Discussion raises the possibility that reducing Internet access might reduce symptom severity, but says experimental studies are needed; it does not establish that chat-room participation worsens symptoms. The study concerns adolescents with SPD, not young people with psychotic disorders generally. (LLM, conf=0.85)
Experimental — accuracy not yet measured
- Premisecitation
PeerFIT has demonstrated preliminary effectiveness for meaningfully reducing cardiovascular risk factors that contribute to early mortality in patients with serious mental illness.
“To date, this program has demonstrate preliminary effectiveness for meaningfully reducing cardiovascular risk factors that contribute to early mortality in this patient group (Aschbrenner, Naslund, Shevenell, Kinney, et al., 2016)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Aschbrenner, Naslund, Shevenell, Kinney, et al., 2016 source
The Results report significant reductions in weight and BMI, with 28% of participants achieving clinically significant weight loss. The Introduction links obesity to reduced life expectancy and weight loss to lower cardiovascular risk. But fitness did not improve significantly, and the Conclusions say randomized trials are still needed to determine whether the intervention reduces obesity-related cardiovascular risk; the claim is broader than the pilot’s findings. (LLM, conf=0.84)
Experimental — accuracy not yet measured
- Premisecitation
In a computational study of mental health awareness campaigns on Twitter, inspirational posts and tips were the most shared.
“A computational study of mental health awareness campaigns on Twitter provides further support with inspirational posts and tips being the most shared (Saha et al., 2019).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Saha et al., 2019 source
- Premisecitation
In a survey of young adults ages 19 to 32, more frequent visits to social media platforms each week were correlated with greater depressive symptoms.
“more frequent visits to social media platforms each week were correlated with greater depressive symptoms (Lin et al., 2016).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Lin et al., 2016 source
- Premisecitation
Studies consistently highlight that use of social media, especially heavy use and prolonged time spent, appears to contribute to increased risk for a variety of mental health symptoms and poor wellbeing, especially among young people.
“Studies consistently highlight that use of social media, especially heavy use and prolonged time spent on social media platforms, appears to contribute to increased risk for a variety of mental health symptoms and poor wellbeing, especially among young people (Andreassen et al., 2016; Kross et al., 2013; Woods & Scott, 2016).”
Quote in the paperSubstantial claim3 of 3 sources checked- cites Andreassen et al., 2016 source
The Conclusions (p. 19) associate addictive social-media use with several psychiatric symptoms and lower age, supporting part of the claim. But this cross-sectional study does not show that social-media use contributes to those symptoms, and its measure of addictive use does not establish a risk from prolonged time spent on platforms generally. Its sample was predominantly adults, rather than specifically young people. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Kross et al., 2013 source
The Results (Facebook use and well-being; page unavailable) report that greater Facebook use predicted declines in life satisfaction, and the Methods identify the participants as young adults (mean age 19.52). This supports the claim about use and poorer well-being, but the study examined Facebook rather than social media platforms generally, did not establish effects of prolonged time spent, and did not report increased risk for a variety of mental health symptoms. (LLM, conf=0.88)
Experimental — accuracy not yet measured - cites Woods & Scott, 2016 source
The Discussion (p. 14) reports that greater social media use among adolescents was associated with poorer sleep, higher anxiety and depression, and lower self-esteem. But Social media and wellbeing (p. 16) says the direction of the relationship remains to be established. The source therefore supports the link, but not the implication that prolonged use contributes to the increased risk. (LLM, conf=0.87)
Experimental — accuracy not yet measured
- Premisecitation
Many individuals living with mental disorders have expressed interest in using social media platforms for connecting with mental health providers.
“connecting with mental health providers (M. L. Birnbaum et al., 2017)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites M. L. Birnbaum et al., 2017 source
The Introduction reports that individuals with mental illness use social media and describes benefits such as relationships and support. The Discussion considers ways to reach users online and says more research is needed on making first clinical contact. Neither section reports that individuals expressed interest in using social media to connect with mental health providers; searches for that interest and for provider contact found no such passage. (LLM, conf=0.72)
Experimental — accuracy not yet measured
- Premisecitation
Use of a large number of social media platforms is associated with negative impact on mental health in a national survey of young adults.
“use of a large number of social media platforms was associated with negative impact on mental health (Primack et al., 2017).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Primack et al., 2017 source
- Premisecitation
The Facebook component of PeerFIT allowed participants unable to attend in-person sessions to remain connected with the program.
“while the Facebook component appears to have increased engagement in the program, while allowing participants who were unable to attend in-person sessions due to other health concerns or competing demands to remain connected with the program (Naslund, Aschbrenner, Marsch, McHugo, & Bartels, 2018).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund, Aschbrenner, Marsch, McHugo, & Bartels, 2018 source
The Discussion (page not provided) suggests that Facebook may have helped participants who missed in-person sessions remain connected. It does not identify health concerns or competing demands as reasons for missing sessions, and says Facebook use may not have indicated greater overall program engagement. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Interpretationcitation
The relationship between social media use and mental health may not be present in general population studies.
“These studies highlight a clear relationship between social media use and mental health that may not be present in general population studies (Orben & Przybylski, 2019)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Orben & Przybylski, 2019 source
The Results (p. 7) find a small negative association between social media use and adolescent well-being, rather than no association. The Discussion (p. 14) says the observed associations could be spurious, which supports the claim’s cautious ‘may not’ framing. The paper studies adolescents, however, and does not establish whether the relationship is absent in general-population studies. (LLM, conf=0.82)
Experimental — accuracy not yet measured
- Rests on an assumption: The effects of social media on psychiatric symptoms for individuals living with more severe mental illnesses have received less attention.
- Premisecitation
Among survey respondents using 7 to 11 social media platforms compared to those using 2 or fewer, there was 3 times greater odds of having high levels of depressive symptoms.
“Among survey respondents using between 7 and 11 different social media platforms compared to respondents using only 2 or fewer platforms, there was a 3 times greater odds of having high levels of depressive symptoms”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Primack et al., 2017 source
- Premisecitation
Lack of support is one of the largest barriers toward exercise in patients with serious mental illness.
“The intervention holds tremendous promise as lack of support is one of the largest barriers toward exercise in patients with serious mental illness (Firth et al., 2016) and it is now possible to use social media to counter such.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Firth et al., 2016 source
- Premisecitation
A study mapped the spread of social media posts about the Blue Whale Challenge, an alleged game promoting suicide, over Twitter, YouTube, Reddit, Tumblr and other forums across 127 countries.
“Another study was able to map the spread of social media posts about the Blue Whale Challenge, an alleged game promoting suicide, over Twitter, YouTube, Reddit, Tumblr and other forums across 127 countries (Sumner et al., 2019)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Sumner et al., 2019 source
- Premisecitation
Many individuals living with mental disorders have expressed interest in accessing evidence-based mental health services delivered over social media specifically for coping with mental health symptoms or for promoting overall health and wellbeing.
“accessing evidence-based mental health services delivered over social media specifically for coping with mental health symptoms or for promoting overall health and wellbeing (Naslund et al., 2017).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund et al., 2017 source
- Premisecitation
In patients with psychosis, social media use appeared to predict low mood.
“social media use appeared to predict low mood (Berry, Emsley, Lobban, & Bucci, 2018)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Berry, Emsley, Lobban, & Bucci, 2018 source
- Interpretationcitation
Harmful content can travel quickly on social media.
“demonstrating that harmful content can travel quickly on social media (Saha et al., 2019)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Saha et al., 2019 source
- Study design and conductcitation
The cross-sectional nature of many screen time and mental health studies makes it challenging to reach causal inferences.
“Still, the cross sectional nature of many screen time and mental health studies makes it challenging to reach causal inferences (Orben & Przybylski, 2019).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Orben & Przybylski, 2019 source
- Premisecitation
In a survey of social media users with mental illness, sharing personal experiences about living with mental illness and opportunities to learn coping strategies from others were important reasons for using social media.
“In a survey of social media users with mental illness, respondents reported that sharing personal experiences about living with mental illness and opportunities to learn about strategies for coping with mental illness from others were important reasons for using social media (Naslund et al., 2017).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund et al., 2017 source
- Premisecitation
The Facebook component of PeerFIT appears to have increased engagement in the program.
“while the Facebook component appears to have increased engagement in the program, while allowing participants who were unable to attend in-person sessions due to other health concerns or competing demands to remain connected with the program (Naslund, Aschbrenner, Marsch, McHugo, & Bartels, 2018).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund, Aschbrenner, Marsch, McHugo, & Bartels, 2018 source
The Discussion (page unavailable) reports substantial Facebook interaction and suggests that participants unable to attend in-person sessions may have remained connected through the group. It also cautions that Facebook use may not indicate overall program engagement; the Results report no significant attendance difference. The paper does not identify health concerns or competing demands as reasons for missed sessions. (LLM, conf=0.86)
Experimental — accuracy not yet measured
- Premisecitation
Among survey respondents using 7 to 11 social media platforms compared to those using 2 or fewer, there was 3.2 times greater odds of having high levels of anxiety symptoms.
“and a 3.2 times greater odds of having high levels of anxiety symptoms (Primack et al., 2017).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Primack et al., 2017 source
- Premisecitation
A survey of social media users with mental illness found that most respondents were interested in accessing programs for mental health on social media targeting symptom management, health promotion, and support for communicating with health care providers and interacting with the health system.
“A survey of social media users with mental illness found that most respondents were interested in accessing programs for mental health on social media targeting symptom management, health promotion, and support for communicating with health care providers and interacting with the health system (Naslund et al., 2017).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund et al., 2017 source
- Premisecitation
Compared to a control group, Twitter users with a self-disclosed diagnosis of schizophrenia show unique online communication patterns.
“Several studies have also demonstrated that when compared to a control group, Twitter users with a self-disclosed diagnosis of schizophrenia show unique online communication patterns (Michael L Birnbaum, Ernala, Rizvi, De Choudhury, & Kane, 2017), including more frequent discussion of tobacco use (Hswen et al., 2017), symptoms of depression and anxiety (Hswen, Naslund, Brownstein, & Hawkins, 2018b”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Michael L Birnbaum, Ernala, Rizvi, De Choudhury, & Kane, 2017 source
- Premisecitation
Twitter users with a self-disclosed diagnosis of schizophrenia more frequently discuss symptoms of depression and anxiety.
“Several studies have also demonstrated that when compared to a control group, Twitter users with a self-disclosed diagnosis of schizophrenia show unique online communication patterns (Michael L Birnbaum, Ernala, Rizvi, De Choudhury, & Kane, 2017), including more frequent discussion of tobacco use (Hswen et al., 2017), symptoms of depression and anxiety (Hswen, Naslund, Brownstein, & Hawkins, 2018b”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hswen, Naslund, Brownstein, & Hawkins, 2018b source
- Premisecitation
Social media use appears to have a differential impact on mental health and emotional wellbeing between females and males.
“Social media use also appears to have a differential impact on mental health and emotional wellbeing between females and males (Booker, Kelly, & Sacker, 2018)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Booker, Kelly, & Sacker, 2018 source
- Premisecitation
Most people access social media via mobile devices.
“Given that most people access social media via mobile devices, digital phenotyping and social media are closely related (Torous et al., 2019).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Torous et al., 2019 source
The ‘Unmet Needs for the Digital Mental Health Field’ section discusses smartphone sensing and digital phenotyping, but does not say how most people access social media. Searches for social-media use and mobile-device access found no passage addressing that claim; page numbers were unavailable in our copy. (LLM, conf=0.74)
Experimental — accuracy not yet measured
- Premisecitation
Individuals living with mental illness have expressed interest in accessing mental health services through social media platforms.
“Research has found that individuals living with mental illness have expressed interest in accessing mental health services through social media platforms.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund et al., 2017 source
- Premisecitation
Social media has become an important part of the lives of many individuals living with mental disorders.
“As highlighted in this commentary, social media has become an important part of the lives of many individuals living with mental disorders.”
Quote in the paperSubstantial claim1 of 3 sources checked - Premisecitation
Twitter users with a self-disclosed diagnosis of schizophrenia more frequently discuss suicide.
“Several studies have also demonstrated that when compared to a control group, Twitter users with a self-disclosed diagnosis of schizophrenia show unique online communication patterns (Michael L Birnbaum, Ernala, Rizvi, De Choudhury, & Kane, 2017), including more frequent discussion of tobacco use (Hswen et al., 2017), symptoms of depression and anxiety (Hswen, Naslund, Brownstein, & Hawkins, 2018b”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hswen, Naslund, Brownstein, & Hawkins, 2018a source
- Premisecitation
Twitter users with a self-disclosed diagnosis of schizophrenia more frequently discuss tobacco use.
“Several studies have also demonstrated that when compared to a control group, Twitter users with a self-disclosed diagnosis of schizophrenia show unique online communication patterns (Michael L Birnbaum, Ernala, Rizvi, De Choudhury, & Kane, 2017), including more frequent discussion of tobacco use (Hswen et al., 2017), symptoms of depression and anxiety (Hswen, Naslund, Brownstein, & Hawkins, 2018b”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Hswen et al., 2017 source
- Premisecitation
Data is typically captured from social media platforms without the consent or awareness of users.
“For instance, data is typically captured from social media platforms without the consent or awareness of users (Bidargaddi et al., 2017), which is especially crucial when the data relates to a socially stigmatizing health condition such as mental illness (Guntuku, Yaden, Kern, Ungar, & Eichstaedt, 2017).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Bidargaddi et al., 2017 source
In “What are digital footprints?” (page unavailable), the paper identifies social-media activity as a source of passively generated data. “Ethical challenges” says commercial data were not purposely collected with prior consent for mental-health use, and “Data collection from different sources” says users often have little understanding or control of their digital footprints. It does not establish that social-media data are typically captured without users’ consent or awareness; lack of consent for mental-health use is narrower than lack of consent to collection. (LLM, conf=0.83)
Experimental — accuracy not yet measured
- Premisecitation
Many individuals living with mental illness use social media to search for information about their mental health.
“In recognizing that many individuals living with mental illness use social media to search for information about their mental health, it is possible that they may also want to ask their clinicians about what they find online to check if the information is reliable and trustworthy.”
Quote in the paperSubstantial claim1 of 3 sources checked - Premisecitation
Many individuals living with mental disorders use social media to share their lived experiences with mental illness.
“Many of these individuals use social media to share their lived experiences with mental illness, to seek support from others, and to search for information about treatment recommendations, accessing mental health services, and coping with symptoms (Bucci et al., 2019; Highton-Williamson et al., 2015; Naslund, Aschbrenner, et al., 2016b).”
Quote in the paperSubstantial claim1 of 3 sources checked - Premisecitation
A recent study of social media users with serious mental illnesses found that over one third of participants expressed concerns about privacy when using social media.
“found that over one third of participants expressed concerns about privacy when using social media (Naslund & Aschbrenner, 2019)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Naslund & Aschbrenner, 2019 source
- Premisecitation
Many individuals living with mental disorders use social media to seek support from others.
“Many of these individuals use social media to share their lived experiences with mental illness, to seek support from others, and to search for information about treatment recommendations, accessing mental health services, and coping with symptoms (Bucci et al., 2019; Highton-Williamson et al., 2015; Naslund, Aschbrenner, et al., 2016b).”
Quote in the paperSubstantial claim1 of 3 sources checked - Premisecitation
Many individuals living with mental disorders use social media to search for information about treatment recommendations, accessing mental health services, and coping with symptoms.
“Many of these individuals use social media to share their lived experiences with mental illness, to seek support from others, and to search for information about treatment recommendations, accessing mental health services, and coping with symptoms (Bucci et al., 2019; Highton-Williamson et al., 2015; Naslund, Aschbrenner, et al., 2016b).”
Quote in the paperSubstantial claim1 of 3 sources checked - Findingown data
Most studies described in this commentary were from the United States or other higher income settings such as Australia or the United Kingdom.
“Most of the studies that we described were from the United States, as well as from other higher income settings such as Australia or the United Kingdom.”
Quote in the paperSubstantial claim - Premisecitation
Across the United States and globally, very few people living with mental illness have access to adequate mental health services.
“Across the United States and globally, very few people living with mental illness have access to adequate mental health services (Patel et al., 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Patel et al., 2018 source
- Interpretationreasoning
The wide reach and near ubiquitous use of social media platforms may afford novel opportunities to address shortfalls in existing mental health care by enhancing the quality, availability, and reach of services.
“The wide reach and near ubiquitous use of social media platforms may afford novel opportunities to address these shortfalls in existing mental health care, by enhancing the quality, availability, and reach of services.”
Quote in the paperNot a substantial claim - Premisecitation
Individuals with schizophrenia appeared to use online self-help forums for self-disclosure, sharing personal experiences, providing or requesting information, describing symptoms, or discussing medication.
“Initial studies exploring use of online self-help forums among individuals with serious mental illnesses have found that individuals with schizophrenia appeared to use these forums for self-disclosure, and sharing personal experiences, in addition to providing or requesting information, describing symptoms, or discussing medication (Haker, Lauber, & Rössler, 2005)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Haker, Lauber, & Rössler, 2005 source
- Interpretationcitation
The symptoms of mental disorders may reinforce the perceived relative advantage of using social media over in-person conversations for individuals with mental disorders.
“thus, potentially reinforcing the relative advantage, as perceived by users, of using social media over in person conversations.”
Quote in the paperNot a substantial claim - Premisecitation
More frequent use of social media among a sample of individuals with serious mental illness was associated with greater civic engagement, reflected as voting in local elections.
“as well as greater civic engagement, reflected as voting in local elections (Brusilovskiy et al., 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Brusilovskiy et al., 2016 source
- Premisecitation
Among individuals receiving publicly funded mental health services who use social media, nearly half (47%) reported using these platforms at least weekly to feel less alone.
“Among individuals receiving publicly funded mental health services who use social media, nearly half (47%) reported using these platforms at least weekly to feel less alone (Brusilovskiy, Townley, Snethen, & Salzer, 2016).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brusilovskiy, Townley, Snethen, & Salzer, 2016 source
- Premisecitation
In one study, participants with schizophrenia indicated that social media helped them to interact and socialize more easily.
“This was suggested in one study where participants with schizophrenia indicated that social media helped them to interact and socialize more easily (Miller et al., 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Miller et al., 2015 source
- Premisecitation
Of inpatients and outpatients with schizophrenia who used social media, 79% reported at least once-a-week usage of social media websites.
“of which 79% reported at least once-a-week usage of social media websites (Miller, Stewart, Schrimsher, Peeples, & Buckley, 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Miller, Stewart, Schrimsher, Peeples, & Buckley, 2015 source
- Premisecitation
In another study of young adults with serious mental illness, most indicated that they used social media to help feel less isolated.
“In another study of young adults with serious mental illness, most indicated that they used social media to help feel less isolated (Gowen et al., 2012).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Gowen et al., 2012 source
- Interpretationreasoning
The on-demand ease of communication on social media may be especially important for facilitating social interaction among individuals with mental disorders experiencing difficulties interacting in face-to-face settings.
“This on demand ease of communication may be especially important for facilitating social interaction among individuals with mental disorders experiencing difficulties interacting in face-to-face settings.”
Quote in the paperSubstantial claim- Rests on an assumption: Social media platforms offer near continuous opportunities to connect and interact with others, regardless of time of day or geographic location.
- Premisecitation
Young people with moderate to severe depressive symptoms appear to prefer communicating on social media rather than in-person.
“Emerging research also shows that young people with moderate to severe depressive symptoms appear to prefer communicating on social media rather than in-person (Rideout & Fox, 2018)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rideout & Fox, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
More frequent use of social media among a sample of individuals with serious mental illness was associated with greater community participation, measured as participation in shopping, work, religious activities or visiting friends and family.
“more frequent use of social media among a sample of individuals with serious mental illness was associated with greater community participation, measured as participation in shopping, work, religious activities or visiting friends and family”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Brusilovskiy et al., 2016 source
- Premisecitation
Individuals living with serious mental disorders typically have few social contacts in the offline world.
“individuals living with serious mental disorders typically have few social contacts in the offline world”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
47% of inpatients and outpatients with schizophrenia reported using social media.
“while 47% of inpatients and outpatients with schizophrenia reported using social media”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Miller, Stewart, Schrimsher, Peeples, & Buckley, 2015 source
- Premisecitation
Individuals living with serious mental disorders experience high rates of loneliness.
“and also experience high rates of loneliness (Badcock et al., 2015; Giacco, Palumbo, Strappelli, Catapano, & Priebe, 2016).”
Quote in the paperSubstantial claim0 of 2 sources checked - Premisecitation
68% of those with first episode psychosis used social media daily.
“Similar results, with 68% of those with first episode psychosis using social media daily were reported in another study (Abdel-Baki, Lal, D.-Charron, Stip, & Kara, 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Abdel-Baki, Lal, D.-Charron, Stip, & Kara, 2017 source
- Interpretationcitation
The ability to connect with others anonymously may be an important feature of social media, especially for individuals living with highly stigmatizing health conditions such as serious mental disorders.
“Like other online communication, the ability to connect with others anonymously may be an important feature of social media, especially for individuals living with highly stigmatizing health conditions (Berger, Wagner, & Baker, 2005), such as serious mental disorders (Highton-Williamson, Priebe, & Giacco, 2015).”
Quote in the paperNot a substantial claim0 of 2 sources checked - Interpretationcitation
Because social media does not require the immediate responses necessary in face-to-face communication, it may overcome deficits with social interaction due to psychotic symptoms that typically adversely affect face-to-face conversations.
“Because social media does not require the immediate responses necessary in face-to-face communication, it may overcome deficits with social interaction due to psychotic symptoms that typically adversely affect face-to-face conversations (Docherty et al., 1996).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Docherty et al., 1996 source
- Rests on an assumption: Social media does not require the immediate responses necessary in face-to-face communication.
- Premisecitation
Users with bipolar disorder reported using online self-help forums to ask for help from others about their illness.
“while users with bipolar disorder reported using these forums to ask for help from others about their illness (Vayreda & Antaki, 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Vayreda & Antaki, 2009 source
- Interpretationcitation
Social media may facilitate communication and interacting with others for individuals with schizophrenia spectrum disorders.
“social media may facilitate communication and interacting with others for these individuals (Torous & Keshavan, 2016).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Torous & Keshavan, 2016 source
- Premisecitation
Online social interactions may not require the use of non-verbal cues, particularly in the initial stages of interaction.
“Online social interactions may not require the use of non-verbal cues, particularly in the initial stages of interaction (Kiesler, Siegel, & McGuire, 1984)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Kiesler, Siegel, & McGuire, 1984 source
- Premisecitation
Impaired social functioning is a common deficit in schizophrenia spectrum disorders.
“impaired social functioning is a common deficit in schizophrenia spectrum disorders”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Torous & Keshavan, 2016 source
- Premisecitation
Many individuals living with mental disorders have expressed interest in using social media platforms for seeking mental health information.
“Many individuals living with mental disorders have expressed interest in using social media platforms for seeking mental health information (Lal, Nguyen, & Theriault, 2018)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Lal, Nguyen, & Theriault, 2018 source
- Premisecitation
In a nationally representative survey of US adolescents, more time accessing media such as social media platforms or smartphone devices was associated with significantly greater depressive symptoms compared to more time on non-screen activities.
“among respondents who reported more time accessing media such as social media platforms or smartphone devices, there was significantly greater depressive symptoms and increased risk of suicide when compared to adolescents who reported spending more time on non-screen activities”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Twenge, Joiner, Rogers, & Martin, 2018 source
- Interpretationreasoning
Taken together, the reviewed studies offer insights about the potential for social media to facilitate access to an informal peer support network.
“Taken together, these studies offer insights about the potential for social media to facilitate access to an informal peer support network, though more research is necessary to examine how these online interactions may impact intentions to seek care, illness self-management, and clinically meaningful outcomes in offline contexts.”
Quote in the paperSubstantial claim - Interpretationreasoning
It is now possible to use social media to counter lack of support for exercise in patients with serious mental illness.
“and it is now possible to use social media to counter such.”
Quote in the paperSubstantial claim - Premisecitation
Cyberbullying on social media consistently shows harmful impact on mental health in the form of increased depressive symptoms and worsening of anxiety symptoms, as evidenced in a review of 36 studies among children and young people.
“cyberbullying on social media consistently shows harmful impact on mental health in the form of increased depressive symptoms as well as worsening of anxiety symptoms, as evidenced in a review of 36 studies among children and young people (Hamm et al., 2015)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hamm et al., 2015 source
- Premisecitation
Use of digital environments with the interactive peer-to-peer features of social media can enhance social functioning and wellbeing in young people at high risk of psychosis.
“Other early efforts have demonstrated that use of digital environments with the interactive peer-to-peer features of social media can enhance social functioning and wellbeing in young people at high risk of psychosis (Alvarez-Jimenez et al., 2018).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Alvarez-Jimenez et al., 2018 source
- Interpretationreasoning
It may be possible to leverage the popular features of social media to enhance existing mental health programs and services.
“With the widespread use of social media among individuals living with mental illness combined with the potential to facilitate social interaction and connect with supportive peers, as summarized above, it may be possible to leverage the popular features of social media to enhance existing mental health programs and services.”
Quote in the paperSubstantial claim- Rests on an assumption: Social media is widely used among individuals living with mental illness.
- Premisecitation
A pilot study of the HORYZONS online psychosocial intervention demonstrated significant reductions in depression among patients with first episode psychosis.
“Among digital programs that have incorporated peer-to-peer social networking consistent with popular features on social media platforms, a pilot study of the HORYZONS online psychosocial intervention demonstrated significant reductions in depression among patients with first episode psychosis (Alvarez-Jimenez et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Alvarez-Jimenez et al., 2013 source
- Premisecitation
Research shows greater risk of hostility, including increased violence and discrimination, directed towards individuals living with mental illness in in-person contexts, especially targeted at those with severe mental illnesses.
“research showing greater risk of hostility, including increased violence and discrimination, directed towards individuals living with mental illness in in-person contexts, especially targeted at those with severe mental illnesses (Goodman et al., 1999)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Goodman et al., 1999 source
- Premisecitation
One longitudinal study in Switzerland found that cyberbullying contributed to significantly greater depression over time.
“one longitudinal study in Switzerland found that cyberbullying contributed to significantly greater depression over time (Machmutow, Perren, Sticca, & Alsaker, 2012)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Machmutow, Perren, Sticca, & Alsaker, 2012 source
- Interpretationcitation
Social media platforms could also be used to promote engagement and participation in in-person services delivered through community mental health settings.
“Social media platforms could also be used to promote engagement and participation in in-person services delivered through community mental health settings.”
Quote in the paperSubstantial claim - Premisecitation
In a nationally representative survey of US adolescents, more time accessing media such as social media platforms or smartphone devices was associated with increased risk of suicide compared to more time on non-screen activities.
“among respondents who reported more time accessing media such as social media platforms or smartphone devices, there was significantly greater depressive symptoms and increased risk of suicide when compared to adolescents who reported spending more time on non-screen activities”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Twenge, Joiner, Rogers, & Martin, 2018 source
- Interpretationcitation
The association between social media use and mental health symptoms may be partly driven by the detrimental effects of screen time on mental health.
“This may partly be driven by the detrimental effects of screen time on mental health, including increased severity of anxiety and depressive symptoms, which have been well documented (Stiglic & Viner, 2019).”
Quote in the paperNot a substantial claim - Premisecitation
For youth ages 10 to 17 who reported major depressive symptomatology, there was over 3 times greater odds of facing online harassment in the last year compared to youth who reported mild or no depressive symptoms.
“For youth ages 10 to 17 who reported major depressive symptomatology, there was over 3 times greater odds of facing online harassment in the last year compared to youth who reported mild or no depressive symptoms (Ybarra, 2004)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ybarra, 2004 source
- Premisecitation
Most studies report cross-sectional associations between cyberbullying and symptoms of depression or anxiety.
“Most studies report cross-sectional associations between cyberbullying and symptoms of depression or anxiety (Hamm et al., 2015)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hamm et al., 2015 source
- Premisecitation
In a study of young adults, negative comparisons with others on Facebook contributed to risk of rumination and subsequent increases in depression symptoms.
“In a study of young adults, it was found that negative comparisons with others on Facebook contributed to risk of rumination and subsequent increases in depression symptoms (Feinstein et al., 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Feinstein et al., 2013 source
- Premisecitation
In a 2018 national survey of young people, respondents ages 14 to 22 with moderate to severe depressive symptoms were more likely to report having faced hostile comments, or being "trolled", from others when compared to respondents without depressive symptoms (31% vs. 14%).
“respondents ages 14 to 22 with moderate to severe depressive symptoms were more likely to have had negative experiences when using social media, and in particular, were more likely to report having faced hostile comments, or being “trolled”, from others when compared to respondents without depressive symptoms (31% vs. 14%) (Rideout & Fox, 2018)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rideout & Fox, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationreasoning
Incorporating features of popular social media into existing programs may offer opportunities to safely promote engagement and program retention while achieving improved clinical outcomes.
“These examples highlight the promise of incorporating the features of popular social media into existing programs, which may offer opportunities to safely promote engagement and program retention, while achieving improved clinical outcomes.”
Quote in the paperSubstantial claim - Premisecitation
More time spent using social media is associated with greater symptoms of anxiety.
“More time spent using social media is also associated with greater symptoms of anxiety (Vannucci, Flannery, & Ohannessian, 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Vannucci, Flannery, & Ohannessian, 2017 source
- Interpretationreasoning
Social media use can result in serious consequences for daily life, including threats to employment and personal relationships.
“can result in serious consequences for daily life, including threats to employment and personal relationships”
Quote in the paperSubstantial claim - Premisecitation
Twitter conversations have been analyzed to detect users' mood and affective states.
“Specifically, conversations on Twitter have been analyzed to characterize the onset of depression (De Choudhury, Gamon, Counts, & Horvitz, 2013) as well as detecting users’ mood and affective states (De Choudhury, Gamon, & Counts, 2012), while photos posted to Instagram can yield insights for predicting depression (Reece & Danforth, 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites De Choudhury, Gamon, & Counts, 2012
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Photos posted to Instagram can yield insights for predicting depression.
“Specifically, conversations on Twitter have been analyzed to characterize the onset of depression (De Choudhury, Gamon, Counts, & Horvitz, 2013) as well as detecting users’ mood and affective states (De Choudhury, Gamon, & Counts, 2012), while photos posted to Instagram can yield insights for predicting depression (Reece & Danforth, 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Reece & Danforth, 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Interpretationcitation
Use of social media platforms may contribute to risks that extend beyond worsening symptoms and that can affect different aspects of daily life for individuals living with mental illness.
“use of these platforms may contribute to risks that extend beyond worsening symptoms and that can affect different aspects of daily life”
Quote in the paperSubstantial claim- Rests on an assumption: Few studies have specifically explored the dangers of social media use from the perspectives of individuals living with mental illness.
- Interpretationreasoning
Negative findings may go unpublished.
“We found many studies that highlighted risks associated with social media use for individuals living with mental illness; however, few studies of programs or interventions reported negative findings, suggesting the possibility that negative findings may go unpublished.”
Quote in the paperSubstantial claim - Interpretationcitation
Digital phenotyping and social media are closely related.
“Given that most people access social media via mobile devices, digital phenotyping and social media are closely related (Torous et al., 2019).”
Quote in the paperNot a substantial claim - Premisecitation
Machine learning has made it possible to study large quantities of data captured from popular social media platforms such as Twitter or Instagram to illuminate various features of mental health.
“To date, the emergence of machine learning, a powerful computational method involving statistical and mathematical algorithms (Shatte, Hutchinson, & Teague, 2019), has made it possible to study large quantities of data captured from popular social media platforms such as Twitter or Instagram to illuminate various features of mental health (Manikonda & De Choudhury, 2017; Reece et al., 2017).”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationcitation
Social media use can potentially expose individuals to hurtful content and hostile interactions.
“can potentially expose individuals to hurtful content and hostile interactions”
Quote in the paperSubstantial claim - Interpretationcitation
The lack of consent or awareness is especially crucial when the data relates to a socially stigmatizing health condition such as mental illness.
“For instance, data is typically captured from social media platforms without the consent or awareness of users (Bidargaddi et al., 2017), which is especially crucial when the data relates to a socially stigmatizing health condition such as mental illness (Guntuku, Yaden, Kern, Ungar, & Eichstaedt, 2017).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Guntuku, Yaden, Kern, Ungar, & Eichstaedt, 2017 source
- Rests on an assumption: Mental illness is a socially stigmatizing health condition.
- Premisecitation
Reports have described risks of social media use pertaining to privacy, confidentiality, and unintended consequences of disclosing personal health information online.
“reports have described risks of social media use pertaining to privacy, confidentiality, and unintended consequences of disclosing personal health information online (Torous & Keshavan, 2016)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Torous & Keshavan, 2016 source
- Interpretationcitation
Social media data can yield valuable insights about mental health states.
“With research increasingly showing the valuable insights that social media data can yield about mental health states, greater attention to the ethical concerns with using individual data in this way is necessary (Chancellor, Birnbaum, Caine, Silenzio, & De Choudhury, 2019).”
Quote in the paperSubstantial claim - Interpretationcitation
Social media use can have negative effects on mental health symptoms.
“it is clear from the studies summarized here that social media use can have negative effects on mental health symptoms”
Quote in the paperSubstantial claim- Rests on an assumption: The associations between social media use and mental health symptoms observed in the summarized studies reflect causal effects of social media use.
- Premisecitation
Twitter conversations have been analyzed to characterize the onset of depression.
“Specifically, conversations on Twitter have been analyzed to characterize the onset of depression (De Choudhury, Gamon, Counts, & Horvitz, 2013) as well as detecting users’ mood and affective states (De Choudhury, Gamon, & Counts, 2012), while photos posted to Instagram can yield insights for predicting depression (Reece & Danforth, 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites De Choudhury, Gamon, Counts, & Horvitz, 2013
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Premisecitation
Exposure to traumatic online content on social media showing violence or hateful posts directed at racial minorities contributed to increases in psychological distress, PTSD symptoms, and depression among African American and Latinx adolescents in the United States.
“A recent study found that exposure to traumatic online content on social media showing violence or hateful posts directed at racial minorities contributed to increases in psychological distress, PTSD symptoms, and depression among African American and Latinx adolescents in the United States (Tynes, Willis, Stewart, & Hamilton, 2019).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Tynes, Willis, Stewart, & Hamilton, 2019 source
- Premisecitation
Online disclosures about mental illness appeared beneficial, as reflected by fewer posts about symptoms following self-disclosure.
“Another study found that online disclosures about mental illness appeared beneficial as reflected by fewer posts about symptoms following self-disclosure (Ernala, Rizvi, Birnbaum, Kane, & De Choudhury, 2017).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Ernala, Rizvi, Birnbaum, Kane, & De Choudhury, 2017 source
- Interpretationreasoning
Widely available online data can potentially be leveraged for better understanding the onset and course of mental illness.
“Each of these examples offers early insights into the potential to leverage widely available online data for better understanding the onset and course of mental illness.”
Quote in the paperSubstantial claim - Premisecitation
In the same survey, there did not appear to be any differences between racial or ethnic groups in social media use for seeking mental health information.
“there did not appear to be any differences between racial or ethnic groups in social media use for seeking mental health information (Rideout & Fox, 2018)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rideout & Fox, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- May combine two claims. 37
- Classified as probably not a substantial claim. 12
May combine two claims.
PremisecitationMany individuals with mental illness turn to social media to share their personal experiences, seek information about their mental health and treatment options, and give and receive support from others facing similar mental health challenges.
“Other exploratory studies have found that many of these individuals with mental illness appear to turn to social media to share their personal experiences, seek information about their mental health and treatment options, and give and receive support from others facing similar mental health challenges”
Quote in the paperSubstantial claim1 of 2 sources checkedMay combine two claims.
PremisecitationIndividuals living with a range of mental disorders, including depression, psychotic disorders, or other severe mental illnesses, use social media platforms at comparable rates as the general population, with use ranging from about 70% among middle-age and older individuals to upwards of 97% among younger individuals.
“Studies have reported that individuals living with a range of mental disorders, including depression, psychotic disorders, or other severe mental illnesses, use social media platforms at comparable rates as the general population”
Quote in the paperNot a substantial claim3 of 3 sources checked- cites Aschbrenner, Naslund, Grinley, et al., 2018 source
The Results and Discussion report that social media use among peer support agency users with mental illness was comparable to use in the general adult population; the Discussion gives a rate of 72%. Our copy does not establish the claimed range up to 97% among younger people or comparable rates separately for depression and psychotic disorders. The supplied verbatim citing sentence does not include the age-specific percentages. (LLM, conf=0.86)
Experimental — accuracy not yet measured - cites M. L. Birnbaum et al., 2017 source
The Introduction (page unavailable) says that individuals with mental illness regularly use social media and that youth with newly diagnosed schizophrenia use it frequently. It does not establish comparable usage rates with the general population or report the claimed 70%–97% age-based range. (LLM, conf=0.85)
Experimental — accuracy not yet measured - cites Brunette et al., 2019 source
Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationThere remains uncertainty regarding the risks and potential harms of social media for mental health and how best to weigh these concerns against potential benefits.
“However, there remains uncertainty regarding the risks and potential harms of social media for mental health (Orben & Przybylski, 2019), and how best to weigh these concerns against potential benefits.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Orben & Przybylski, 2019 source
May combine two claims.
PremisecitationIn a sample of adolescents ages 13-18 recruited from community mental health centers, 98% reported using social media, with YouTube as the most popular platform, followed by Instagram and Snapchat.
“Similarly, in a sample of adolescents ages 13-18 recruited from community mental health centers, 98% reported using social media, with YouTube as the most popular platform, followed by Instagram and Snapchat (Aschbrenner et al., 2019).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Aschbrenner et al., 2019 source
May combine two claims.
PremisecitationFor adolescents and young adults ages 12 to 21 with psychotic disorders and mood disorders, over 97% reported using social media, with average use exceeding 2.5 hours per day.
“For adolescents and young adults ages 12 to 21 with psychotic disorders and mood disorders, over 97% reported using social media, with average use exceeding 2.5 hours per day (M. L. Birnbaum et al., 2017).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites M. L. Birnbaum et al., 2017 source
The Introduction says youth with newly diagnosed schizophrenia use social media frequently and spend several hours per day online. It does not give the claimed figure of over 97%, specify ages 12–21, or report average use exceeding 2.5 hours per day for a group including youth with mood disorders. No page number is available in our copy. (LLM, conf=0.86)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationIn a content analysis of YouTube comments by individuals self-identifying as having serious mental illness, there appeared to be opportunities to feel less alone, provide hope, find support and learn through mutual reciprocity, and share coping strategies for day-to-day challenges.
“In a content analysis of comments posted to YouTube by individuals who self-identified as having a serious mental illness, there appeared to be opportunities to feel less alone, provide hope, find support and learn through mutual reciprocity, and share coping strategies for day-to-day challenges of living with a mental illness (Naslund, Grande, Aschbrenner, & Elwyn, 2014).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund, Grande, Aschbrenner, & Elwyn, 2014 source
May combine two claims.
PremisecitationIn data from 2017, approximately 70% of individuals with serious mental illness in treatment used social media, comparable to low-income groups from the general population.
“as reflected in a study with data from 2017 showing comparable rates of social media use (approximately 70%) among individuals with serious mental illness in treatment as compared to low-income groups from the general population (Brunette et al., 2019).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Brunette et al., 2019 source
May combine two claims.
PremisecitationCyberbullying disproportionately impacts females; in a national survey of US adolescents, females were twice as likely to be victims of cyberbullying compared to males.
“females were twice as likely to be victims of cyberbullying compared to males (Alhajji, Bass, & Dai, 2019)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Alhajji, Bass, & Dai, 2019 source
May combine two claims.
PremisecitationIn a computational study of mental health awareness campaigns on Twitter, stigmatizing content was rare but was the most spread (re-tweeted).
“while stigmatizing content was rare, it was actually the most spread (re-tweeted) demonstrating that harmful content can travel quickly on social media (Saha et al., 2019)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Saha et al., 2019 source
May combine two claims.
PremisecitationPeer-to-peer support appeared to offer feasible and acceptable ways to augment digital mental health interventions for individuals with psychotic disorders by improving engagement, compliance, and adherence, and may also improve perceived social support.
“A recent review by Biagianti et al (2018) found that peer-to-peer support appeared to offer feasible and acceptable ways to augment digital mental health interventions for individuals with psychotic disorders by specifically improving engagement, compliance, and adherence to the interventions, and may also improve perceived social support (Biagianti, Quraishi, & Schlosser, 2018).”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Biagianti, Quraishi, & Schlosser, 2018 source
Split into 2 atoms — 1 confirmed, 1 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationThe detrimental effects of screen time on mental health include increased severity of anxiety and depressive symptoms, and these effects have been well documented.
“This may partly be driven by the detrimental effects of screen time on mental health, including increased severity of anxiety and depressive symptoms, which have been well documented (Stiglic & Viner, 2019).”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Stiglic & Viner, 2019 source
The Results section (Mental health and well-being) reports moderately strong evidence of an association between screen time and depressive symptoms, but only weak evidence for an association with anxiety. The paper describes associations rather than establishing that screen time causes increased symptom severity, so the claim overstates the evidence, particularly for anxiety. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Classified as probably not a substantial claim. May combine two claims.
PremisecitationIndividuals with serious mental illness have emphasized that any mental health intervention on social media would need to be moderated by someone with adequate training and credentials, would need to have ground rules and ways to promote safety and minimize risks, and would need to be free and easy to access.
“Importantly, individuals with serious mental illness have also emphasized that any mental health intervention on social media would need to be moderated by someone with adequate training and credentials, would need to have ground rules and ways to promote safety and minimize risks, and importantly, would need to be free and easy to access.”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Naslund et al., 2017 source
The Conclusions (page unavailable) say that privacy risks, harms, and overall safety are critical considerations for social-media mental health programs. But the paper does not report participants emphasizing trained and credentialed moderation, ground rules, or free and easy access as requirements; the Discussion reports their interest in such programs, not those conditions. (LLM, conf=0.83)
Experimental — accuracy not yet measured
May combine two claims.
PremisecitationMaking social media data identifiable in ways not originally intended by the user who posted the content could place an individual at risk of harm or divulge sensitive health information.
“Precautions are needed to ensure that data is not made identifiable in ways that were not originally intended by the user who posted the content, as this could place an individual at risk of harm or divulge sensitive health information (Webb et al., 2017; Williams, Burnap, & Sloan, 2017).”
Quote in the paperSubstantial claim2 of 2 sources checked- cites Webb et al., 2017 source
Section 4.3, p. 6, says users may not expect their tweets to be republished for other audiences and that revealing their identities could put them at risk of harm. Section 4.4, p. 7, explains how published tweet text can reveal a user's identity through search. The passages do not support the specific claim about divulging sensitive health information. (LLM, conf=0.87)
Experimental — accuracy not yet measured - cites Williams, Burnap, & Sloan, 2017 source
May combine two claims.
PremisecitationGender minorities are more likely to experience mental health problems and more likely to experience online victimization when compared to heterosexual individuals.
“these individuals are more likely to experience mental health problems and more likely to experience online victimization when compared to heterosexual individuals (Mereish, Sheskier, Hawthorne, & Goldbach, 2019)”
Quote in the paperSubstantial claim1 of 1 sources checked- cites Mereish, Sheskier, Hawthorne, & Goldbach, 2019 source
The Results ('Depressive symptoms, suicidality, substance use, and victimisation') report higher rates of depressive symptoms and cyber victimisation among Black sexual minority young people than among heterosexual participants. The claim says 'gender minorities,' but the study compares groups by sexual orientation, not gender-minority status. (LLM, conf=0.88)
Experimental — accuracy not yet measured
- Rests on an assumption: Less is known about use of social media for seeking support for mental health concerns among gender minorities.
May combine two claims.
PremisecitationThe reported risks of social media use were directly related to many aspects of everyday life, including concerns about threats to employment, fear of stigma and being judged, impact on personal relationships, and facing hostility or being hurt.
“The reported risks of social media use were directly related to many aspects of everyday life, including concerns about threats to employment, fear of stigma and being judged, impact on personal relationships, and facing hostility or being hurt (Naslund & Aschbrenner, 2019)”
Quote in the paperNot a substantial claim1 of 1 sources checked- cites Naslund & Aschbrenner, 2019 source
May combine two claims.
Findingown dataMany studies highlighted risks associated with social media use for individuals living with mental illness, but few studies of programs or interventions reported negative findings.
“We found many studies that highlighted risks associated with social media use for individuals living with mental illness; however, few studies of programs or interventions reported negative findings, suggesting the possibility that negative findings may go unpublished.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningThe commentary did not perform a systematic search of the literature and did not apply specific inclusion criteria based on study design or type of mental disorder.
“Given this broad objective, we did not perform a systematic search of the literature and we did not apply specific inclusion criteria based on study design or type of mental disorder.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationIndividuals with serious mental disorders and young adults with mental illness appear to form online relationships and connect with others on social media as often as social media users from the general population.
“Studies have found that individuals with serious mental disorders (Spinzy, Nitzan, Becker, Bloch, & Fennig, 2012) as well as young adults with mental illness (Gowen, Deschaine, Gruttadara, & Markey, 2012) appear to form online relationships and connect with others on social media as often as social media users from the general population.”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationIndividuals with mental disorders can experience passive social withdrawal, blunted affect, attentional impairment, and active social avoidance due to hallucinations or other concerns.
“mental disorders can experience symptoms including passive social withdrawal, blunted affect and attentional impairment, as well as active social avoidance due to hallucinations or other concerns (Hansen, Torgalsbøen, Melle, & Bell, 2009)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hansen, Torgalsbøen, Melle, & Bell, 2009 source
May combine two claims.
PremisecitationAmong individuals with serious mental illness receiving community-based mental health services, rates of social media use are equivalent to the general population, exceeding 70% of participants.
“among individuals with serious mental illness receiving community-based mental health services, a recent study found equivalent rates of social media use as the general population, even exceeding 70% of participants (Naslund, Aschbrenner, & Bartels, 2016).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Naslund, Aschbrenner, & Bartels, 2016
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationFor patients with bipolar disorder, the main interest in online self-help forums was to share emotions with others, allow exchange of information, and benefit by being part of an online social group.
“Bauer et al. (2013) reported that the main interest in online self-help forums for patients with bipolar disorder was to share emotions with others, allow exchange of information, and benefit by being part of an online social group (Bauer, Bauer, Spiessl, & Kagerbauer, 2013).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Bauer, Bauer, Spiessl, & Kagerbauer, 2013 source
May combine two claims.
PremisecitationInitial studies from 2015 found that nearly half of a sample of psychiatric patients were social media users, with greater use among younger individuals.
“Initial studies from 2015 found that nearly half of a sample of psychiatric patients were social media users, with greater use among younger individuals (Trefflich, Kalckreuth, Mergl, & Rummel-Kluge, 2015)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Trefflich, Kalckreuth, Mergl, & Rummel-Kluge, 2015 source
May combine two claims.
PremisecitationIn an online psychosis peer-support group, different forms of support emerged: informational support about medication use or contacting mental health providers, esteem support involving positive comments for encouragement, network support for sharing similar experiences, and emotional support to express understanding and offer hope or confidence.
“Specifically, different forms of support emerged, including ‘informational support’ about medication use or contacting mental health providers, ‘esteem support’ involving positive comments for encouragement, ‘network support’ for sharing similar experiences, and ‘emotional support’ to express understanding of a peer’s situation and offer hope or confidence (Chang, 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chang, 2009 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationIn 2020, there are an estimated 3.8 billion social media users worldwide, representing half the global population.
“In 2020, there are an estimated 3.8 billion social media users worldwide, representing half the global population (We Are Social, 2020).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites We Are Social, 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationIn online social networking among people with psychosis, an important purpose was to establish new friendships, pursue romantic relationships, maintain existing relationships or reconnect with people, and seek online peer support from others with lived experience.
“More recently, in a review of online social networking in people with psychosis, Highton-Williamson et al (2015) highlight that an important purpose of such online connections was to establish new friendships, pursue romantic relationships, maintain existing relationships or reconnect with people, and seek online peer support from others with lived experience (Highton-Williamson et al., 2015).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Highton-Williamson et al., 2015 source
May combine two claims.
InterpretationcitationOnline interactions are more fluid and within the control of users, thereby overcoming possible social anxieties linked to in-person interaction.
“with interactions being more fluid, and within the control of users, thereby overcoming possible social anxieties linked to in-person interaction (Indian & Grieve, 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Indian & Grieve, 2014 source
May combine two claims.
PremisecitationRecent studies have reported negative effects of social media use on mental health of young people, including social comparison pressure with others and greater feeling of social isolation after being rejected by others on social media.
“Recent studies have reported negative effects of social media use on mental health of young people, including social comparison pressure with others and greater feeling of social isolation after being rejected by others on social media (Rideout & Fox, 2018).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rideout & Fox, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationIn the HORYZONS pilot study, the majority of participants (95%) engaged with the peer-to-peer networking feature, with many reporting increases in perceived social connectedness and empowerment in their recovery process.
“Importantly, the majority of participants (95%) in this study engaged with the peer-to-peer networking feature of the program, with many reporting increases in perceived social connectedness and empowerment in their recovery process (Alvarez-Jimenez et al., 2013).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Alvarez-Jimenez et al., 2013 source
May combine two claims.
PremisecitationIn the same review, reported negative effects were increased exposure to harm, social isolation, depressive symptoms, and bullying.
“Yet, reported negative effects were an increased exposure to harm, social isolation, depressive symptoms and bullying (Best et al., 2014).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Best et al., 2014 source
May combine two claims.
PremisecitationIn a review of 43 studies in young people, many benefits of social media were cited, including increased self-esteem and opportunities for self-disclosure.
“In a review of 43 studies in young people, many benefits of social media were cited, including increased self-esteem, and opportunities for self-disclosure (Best, Manktelow, & Taylor, 2014).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Best, Manktelow, & Taylor, 2014 source
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningIt is hard to estimate a number needed to treat or harm today given the nascent state of research.
“It is hard to estimate a number needed to treat or harm today given the nascent state of research, which means the patient and clinician need to weigh the choice on a personal level.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductreasoningThis commentary only summarized published studies, so reports from the private sector or organizational websites were omitted.
“Additionally, we only summarized published studies, and as a result, any reports from the private sector or websites from different organizations using social media or other apps containing social media-like features would have been omitted.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim.
InterpretationreasoningNear ubiquitous social media use yields new opportunities to study the onset and manifestation of mental health symptoms and illness severity earlier than traditional clinical assessments.
“As we consider future research directions, the near ubiquitous social media use also yields new opportunities to study the onset and manifestation of mental health symptoms and illness severity earlier than traditional clinical assessments.”
Quote in the paperSubstantial claim- Rests on an assumption: Social media use is near ubiquitous.
May combine two claims.
InterpretationreasoningThere is a dearth of research on the impact of social media on mental health in diverse settings and on how social media could support mental health services in lower income countries.
“Despite the global reach of social media platforms, there is a dearth of research on the impact of these platforms on the mental health of individuals in diverse settings, as well as the ways in which social media could support mental health services in lower income countries where there is virtually no access to mental health providers.”
Quote in the paperSubstantial claim- Rests on an assumption: Social media platforms have global reach.
- Rests on an assumption: Lower income countries have virtually no access to mental health providers.
Classified as probably not a substantial claim.
Study design and conductreasoningThis commentary did not conduct a systematic review of the literature.
“Importantly, as we aimed to address this broad objective, we did not conduct a systematic review of the literature.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningExisting research looking at duration of exposure cannot account for the impact of specific types of content on mental health and is insufficient to fully understand the effects of using these platforms on mental health.
“existing research looking at duration of exposure cannot account for the impact of specific types of content on mental health and is insufficient to fully understand the effects of using these platforms on mental health”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningStudies reporting on the threats of social media for individuals with mental illness are mostly cross-sectional, making it difficult to draw conclusions about direction of causation.
“Studies reporting on the threats of social media for individuals with mental illness are mostly cross-sectional, making it difficult to draw conclusions about direction of causation.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationIn a national survey of 14- to 22-year olds in the United States, female respondents were more likely to search online for information about depression or anxiety, and to try to connect with other people online who share similar mental health concerns, when compared to male respondents.
“female respondents were more likely to search online for information about depression or anxiety, and to try to connect with other people online who share similar mental health concerns, when compared to male respondents (Rideout & Fox, 2018)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rideout & Fox, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductown dataThis commentary did not assess risk of bias in the summarized studies.
“Another notable limitation is that we did not assess risk of bias in the studies summarized in this commentary.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoningThe studies reported in this commentary are not exhaustive, and additional relevant studies may not have been included.
“Therefore, the studies reported here are not exhaustive, and there may be additional relevant studies that were not included.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThere is growing emphasis on the need for greater integration of digital psychiatry into patient care and clinical services.
“This aligns with growing emphasis on the need for greater integration of digital psychiatry, including apps, smartphones, or wearable devices, into patient care and clinical services through institution-wide initiatives and training clinical providers (Hilty, Chan, Torous, Luo, & Boland, 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Hilty, Chan, Torous, Luo, & Boland, 2019 source
Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationLow-income and middle-income countries face a disproportionate share of the global burden of mental disorders and account for the majority of social media users worldwide.
“especially as these countries face a disproportionate share of the global burden of mental disorders, yet account for the majority of social media users worldwide (Naslund et al., 2019).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Naslund et al., 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
May combine two claims.
PremisecitationLesbian, gay, bisexual or transgender individuals frequently use social media for searching for health information and may be more likely compared to heterosexual individuals to share their own personal health experiences with others online.
“lesbian, gay, bisexual or transgender individuals frequently use social media for searching for health information and may be more likely compared to heterosexual individuals to share their own personal health experiences with others online (Rideout & Fox, 2018)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Rideout & Fox, 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Probably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe wide reach, ease of access, and popularity of social media platforms could be used to allow individuals in need of mental health services or facing challenges of mental illness to access evidence-based treatment and support.
“As the field of digital mental health advances, the wide reach, ease of access, and popularity of social media platforms could be used to allow individuals in need of mental health services or facing challenges of mental illness to access evidence-based treatment and support.”
Quote in the paperNot a substantial claim- Rests on an assumption: Social media platforms have global reach.
The paper relies on this without support.
Social media platforms offer near continuous opportunities to connect and interact with others, regardless of time of day or geographic location.
“Social media platforms offer near continuous opportunities to connect and interact with others, regardless of time of day or geographic location.”
The paper relies on this without support.
Social media does not require the immediate responses necessary in face-to-face communication.
“Because social media does not require the immediate responses necessary in face-to-face communication”
The paper relies on this without support.
Social media is widely used among individuals living with mental illness.
“With the widespread use of social media among individuals living with mental illness combined with the potential to facilitate social interaction and connect with supportive peers, as summarized above, it may be possible to leverage the popular features of social media to enhance existing mental health programs and services.”
The paper relies on this without support.
The effects of social media on psychiatric symptoms for individuals living with more severe mental illnesses have received less attention.
“For individuals living with more severe mental illnesses, the effects of social media on psychiatric symptoms have received less attention.”
The paper relies on this without support.
Few studies have specifically explored the dangers of social media use from the perspectives of individuals living with mental illness.
“While few studies have specifically explored the dangers of social media use from the perspectives of individuals living with mental illness”
The paper relies on this without support.
Less is known about use of social media for seeking support for mental health concerns among gender minorities.
“Less is known about use of social media for seeking support for mental health concerns among gender minorities”
The paper relies on this without support.
The associations between social media use and mental health symptoms observed in the summarized studies reflect causal effects of social media use.
“Studies reporting on the threats of social media for individuals with mental illness are mostly cross-sectional, making it difficult to draw conclusions about direction of causation.”
The paper relies on this without support.
Social media use is near ubiquitous.
“As we consider future research directions, the near ubiquitous social media use also yields new opportunities to study the onset and manifestation of mental health symptoms and illness severity earlier than traditional clinical assessments.”
The paper relies on this without support.
There is a gap in clinical knowledge about the impact of social media on mental health.
“Given the gap in clinical knowledge about the impact of social media on mental health, clinicians should be aware of the many potential risks so that they can inform their patients, while remaining open to the possibility that their patients may also experience benefits through use of these platforms.”
The paper relies on this without support.
Patients increasingly show interest in accessing mental health information or services through social media.
“As patients increasingly show interest in accessing mental health information or services through social media, it will be necessary for health systems to recognize social media as a potential avenue for reaching or offering support to patients.”
The paper relies on this without support.
Social media platforms have global reach.
“Despite the global reach of social media platforms, there is a dearth of research on the impact of these platforms on the mental health of individuals in diverse settings, as well as the ways in which social media could support mental health services in lower income countries where there is virtually no access to mental health providers.”
The paper relies on this without support.
Lower income countries have virtually no access to mental health providers.
“Despite the global reach of social media platforms, there is a dearth of research on the impact of these platforms on the mental health of individuals in diverse settings, as well as the ways in which social media could support mental health services in lower income countries where there is virtually no access to mental health providers.”
The paper relies on this without support.
Mental illness is a socially stigmatizing health condition.
“For instance, data is typically captured from social media platforms without the consent or awareness of users (Bidargaddi et al., 2017), which is especially crucial when the data relates to a socially stigmatizing health condition such as mental illness (Guntuku, Yaden, Kern, Ungar, & Eichstaedt, 2017).”
The paper relies on this without support.
Many individuals may feel embarrassed or reluctant to talk to their clinicians about using social media to find mental health information out of concerns of being judged or dismissed.
“Alternatively, many individuals may feel embarrassed or reluctant to talk to their clinicians about using social media to find mental health information out of concerns of being judged or dismissed.”
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?
For teens with social anxiety, the ability to curate and control online interactions may reinforce avoidance behaviors, leading to greater isolation and increased stress during in-person exchanges.
“For teens already experiencing social anxiety, the ability to curate and control online interactions may reinforce avoidance behaviors, leading to greater isolation and increased stress during in-person exchanges [46].”
From The Impact of Social Media & Technology on Child and Adolescent Mental Health (2025) · cites this paper as [46]
The “Facilitate Social Interaction” section says online interactions can be more within users’ control and may overcome social anxieties linked to in-person interaction. The “Impact on Symptoms” section discusses possible loneliness when social media replaces face-to-face contact, but the paper does not say that control of online interactions reinforces avoidance in socially anxious teens or increases stress during in-person exchanges. (LLM, conf=0.84)
Experimental — accuracy not yet measuredOnline mental health communities provide peer encouragement, psychoeducation, and accessible coping strategies, offering support for individuals struggling with anxiety and depression.
“Online mental health communities provide peer encouragement, psychoeducation, and accessible coping strategies, offering support for individuals struggling with anxiety and depression [46].”
From The Impact of Social Media & Technology on Child and Adolescent Mental Health (2025) · cites this paper as [46]
In “Access to a Peer Support Network” (page unavailable), the paper describes online encouragement, informational support, and sharing coping strategies among people with mental illness. It does not specifically establish that online communities provide psychoeducation or these forms of support to people struggling with anxiety and depression as a group. (LLM, conf=0.85)
Experimental — accuracy not yet measuredSocial media shows benefits for offering mental health care.
“Online help-seeking seems related to increased anonymity, accessibility, and inclusivity [31], and social media shows benefits for offering mental health care [32].”
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.
Lal citation does not match the reference-list author
MinorThe text cites Lal, Nguyen, and Theriault (2018), but the corresponding reference lists Lai as the first author.
“(Lal, Nguyen, & Theriault, 2018)”
“Lai S, Nguyen V, & Theriault J (2018). Seeking mental health information and support online”
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BackgroundInternet use and stigmatized illness
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“This would be consistent with research showing greater risk of hostility, including increased violence and discrimination, directed towards individuals living with mental illness in in-person contexts, especially targeted at those with severe mental illnesses (Goodman et al. 1999).”
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“…is associated with increased depressive and anxiety symptoms • Greater odds of online harassment in individuals with major depressive symptoms than those with mild or no symptoms (Hamm et al. 2015; Machmutow et al. 2012; Rideout and Fox 2018; Ybarra 2004) 3) Consequences for daily life • Risks…”
BackgroundInfluentialRace-Related Traumatic Events Online and Mental Health Among Adolescents of Color
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“Social media use also appears to have a differential impact on mental health and emotional wellbeing between females and males (Booker et al. 2018), highlighting the need to explore unique experiences between gender groups to inform tailored programs and services.”
BackgroundUse of Digital Mental Health for Marginalized and Underserved Populations
Schueller, S. M., Hunter, J. F., Figueroa, C., & Aguilera, A. (2019) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-019-00181-z · Cited by 268 · see citing works
Davila, J., Hershenberg, R., Feinstein, B. A., Gorman, K., Bhatia, V., & Starr, L. R. (2012) · Psychology of Popular Media Culture · doi:10.1037/a0027512 · Cited by 237 · see citing works
Torous, J., Chan, S. R., Yee-Marie Tan, S., Behrens, J., Mathew, I., Conrad, E. J., Hinton, L., Yellowlees, P., & Keshavan, M. (2014) · JMIR Mental Health · doi:10.2196/mental.4004 · Cited by 228 · see citing works
Self-citation#WhyWeTweetMH: Understanding why people use twitter to discuss mental health problems
Berry, N., Lobban, F., Belousov, M., Emsley, R., Nenadic, G., & Bucci, S. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.6173 · Cited by 228 · see citing works
On the HORYZON: Moderated online social therapy for long-term recovery in first episode psychosis
Alvarez-Jimenez, M., Bendall, S., Lederman, R., Wadley, G., Chinnery, G., Vargas, S., Larkin, M., Killackey, E., McGorry, P. D., & Gleeson, J. F. (2013) · Schizophrenia Research · doi:10.1016/j.schres.2012.10.009 · Cited by 224 · see citing works
A Taxonomy of Ethical Tensions in Inferring Mental Health States from Social Media
Chancellor, S., Birnbaum, M. L., Caine, E. D., Silenzio, V. M. B., & De Choudhury, M. (2019) · Proceedings of the Conference on Fairness, Accountability, and Transparency · doi:10.1145/3287560.3287587 · Cited by 214 · cited 3× · see citing works
“With research increasingly showing the valuable insights that social media data can yield about mental health states, greater attention to the ethical concerns with using individual data in this way is necessary (Chancellor et al. 2019).”
BackgroundInfluentialSchlosser, D. A., Campellone, T. R., Truong, B., Etter, K., Vergani, S., Komaiko, K., & Vinogradov, S. (2018) · Schizophrenia Bulletin · doi:10.1093/schbul/sby078 · Cited by 206 · see citing works
Torous, J., Wisniewski, H., Bird, B., Carpenter, E., David, G., Elejalde, E., Fulford, D., Guimond, S., Hays, R., Henson, P., et al. (2019) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-019-00095-w · Cited by 202 · cited 3× · see citing works
“Given that most people access social media via mobile devices, digital phenotyping and social media are closely related (Torous et al. 2019).”
BackgroundMethodInfluentialSelf-citationGowen, K., Deschaine, M., Gruttadara, D., & Markey, D. (2012) · Psychiatric Rehabilitation Journal · doi:10.2975/35.3.2012.245.250 · Cited by 177 · see citing works
Indian, M., & Grieve, R. (2014) · Personality and Individual Differences · doi:10.1016/j.paid.2013.11.016 · Cited by 170 · cited 4× · see citing works
“1) Facilitate social interaction • Online interactions may be easier for individuals with impaired social functioning and facing symptoms • Anonymity can help individuals with stigmatizing conditions connect with others • Young adults with mental illness appear to commonly form online relationships • Social media use…”
BackgroundInfluentialLoneliness in psychotic disorders and its association with cognitive function and symptom profile
Badcock, J. C., Shah, S., Mackinnon, A., Stain, H. J., Galletly, C., Jablensky, A., & Morgan, V. A. (2015) · Schizophrenia Research · doi:10.1016/j.schres.2015.10.027 · Cited by 168 · see citing works
Birnbaum, M. L., Ernala, S. K., Rizvi, A. F., De Choudhury, M., & Kane, J. M. (2017) · Journal of Medical Internet Research · doi:10.2196/jmir.7956 · Cited by 168 · see citing works
How Patients With Schizophrenia Use the Internet: Qualitative Study
Schrank, B., Sibitz, I., Unger, A., & Amering, M. (2010) · Journal of Medical Internet Research · doi:10.2196/jmir.1550 · Cited by 163 · see citing works
Digital Technology Use Among Individuals with Schizophrenia: Results of an Online Survey
Gay, K., Torous, J., Joseph, A., Pandya, A., & Duckworth, K. (2016) · JMIR Mental Health · doi:10.2196/mental.5379 · Cited by 161 · cited 2× · see citing works
“…as having a schizophrenia spectrum disorder responded to a survey shared through the National Alliance of Mental Illness (NAMI) and reported that visiting social media sites was one of their most common activities when using digital devices, taking up roughly 2 h each day (Gay et al. 2016).”
BackgroundSelf-citationBatterham, P. J., & Calear, A. L. (2017) · JMIR Mental Health · doi:10.2196/mental.7722 · Cited by 161 · cited 4× · see citing works
“…depressive symptoms appear to prefer communicating on social media rather than in-person (Rideout and Fox 2018), while other studies have found that some individuals may prefer to seek help for mental health concerns online rather than through in-person encounters (Batterham and Calear 2017).”
BackgroundInfluentialSocial Support and Unsolicited Advice in a Bipolar Disorder Online Forum
Vayreda, A., & Antaki, C. (2009) · Qualitative Health Research · doi:10.1177/1049732309338952 · Cited by 160 · see citing works
Online social networking in people with psychosis: A systematic review
Highton-Williamson, E., Priebe, S., & Giacco, D. (2015) · International Journal of Social Psychiatry · doi:10.1177/0020764014556392 · Cited by 139 · see citing works
Birnbaum, M. L., Rizvi, A. F., Correll, C. U., Kane, J. M., & Confino, J. (2015) · Early Intervention in Psychiatry · doi:10.1111/eip.12237 · Cited by 138 · see citing works
Naslund, J. A., Aschbrenner, K. A., McHugo, G. J., Unützer, J., Marsch, L. A., & Bartels, S. J. (2019) · Early Intervention in Psychiatry · doi:10.1111/eip.12496 · Cited by 134 · cited 9× · see citing works
“Because social media does not require the immediate responses necessary in face-to-face communication, it may overcome deficits with social interaction due to psychotic symptoms that typically adversely affect face-to-face conversations (Docherty Table 1 Summary of potential benefits and challenges with social media f…”
BackgroundInfluentialSelf-citationHow connected are people with schizophrenia? Cell phone, computer, email, and social media use
Miller, B. J., Stewart, A., Schrimsher, J., Peeples, D., & Buckley, P. F. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2014.11.067 · Cited by 127 · see citing works
Working memory, attention, and communication disturbances in schizophrenia.
Docherty, N. M., Hawkins, K. A., Hoffman, R. E., et al. (1996) · Journal of Abnormal Psychology · doi:10.1037//0021-843x.105.2.212 · Cited by 127 · see citing works
How people with serious mental illness use smartphones, mobile apps, and social media.
Naslund, J. A., Aschbrenner, K. A., & Bartels, S. J. (2016) · Psychiatric Rehabilitation Journal · doi:10.1037/prj0000207 · Cited by 126 · see citing works
Self-citationWorking memory, attention, and communication disturbances in schizophrenia.
Docherty, N. M., Hawkins, K. A., Hoffman, R. E., Quinlan, D. M., Rakfeldt, J., & Sledge, W. H. (1996) · Journal of Abnormal Psychology · doi:10.1037/0021-843x.105.2.212 · Cited by 126 · see citing works
Alvarez-Jimenez, M., Gleeson, J. F., Bendall, S., Penn, D. L., Yung, A. R., Ryan, R. M., Eleftheriadis, D., D'Alfonso, S., Rice, S., Miles, C., et al. (2018) · Schizophrenia Research · doi:10.1016/j.schres.2018.07.022 · Cited by 118 · see citing works
Modeling and Understanding Visual Attributes of Mental Health Disclosures in Social Media
Manikonda, L., & De Choudhury, M. (2017) · Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems · doi:10.1145/3025453.3025932 · Cited by 116 · cited 1× · see citing works
“…statistical and mathematical algorithms (Shatte et al. 2019), has made it possible to study large quantities of data captured from popular social media platforms such as Twitter or Instagram to illuminate various features of mental health (Manikonda and De Choudhury 2017; Reece et al. 2017).”
BackgroundNaslund, J. A., Gonsalves, P. P., Gruebner, O., Pendse, S. R., Smith, S. L., Sharma, A., & Raviola, G. J. (2019) · Current Treatment Options in Psychiatry · doi:10.1007/s40501-019-00186-8 · Cited by 108 · cited 1× · see citing works
“…and risks for social media to support mental health promotion in low-income and middle-income countries, especially as these countries face a disproportionate share of the global burden of mental disorders, yet account for the majority of social media users worldwide (Naslund et al. 2019).”
BackgroundSelf-citationSchlosser, D., Campellone, T., Kim, D., Truong, B., Vergani, S., Ward, C., & Vinogradov, S. (2016) · JMIR Research Protocols · doi:10.2196/resprot.5450 · Cited by 103 · cited 3× · see citing works
“…et al. 2013, 2018, 2019; Aschbrenner et al. 2018a, 2016b; Biagianti et al. 2018; Birnbaum et al. 2017b; Gleeson et al. 2017; Lal et al. 2018; Naslund et al. 2016b, 2018; Schlosser et al. 2016, 2018) Challenges 1) Impact on symptoms • Studies show increased risk of exposure to…”
BackgroundMethodInfluentialLinguistic Markers Indicating Therapeutic Outcomes of Social Media Disclosures of Schizophrenia
Ernala, S. K., Rizvi, A. F., Birnbaum, M. L., Kane, J. M., & De Choudhury, M. (2017) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3134678 · Cited by 99 · cited 2× · see citing works
“beneficial as reflected by fewer posts about symptoms following self-disclosure (Ernala et al. 2017).”
BackgroundAschbrenner, K. A., Naslund, J. A., Tomlinson, E. F., Kinney, A., Pratt, S. I., & Brunette, M. F. (2019) · Frontiers in Public Health · doi:10.3389/fpubh.2019.00178 · Cited by 99 · cited 2× · see citing works
“Similarly, in a sample of adolescents ages 13–18 recruited from community mental health centers, 98% reported using social media, with YouTube as the most popular platform, followed by Instagram and Snapchat (Aschbrenner et al. 2019).”
BackgroundSelf-citationAschbrenner, K., Naslund, J., Shevenell, M. D., Mueser, K., & Bartels, S. (2016) · Psychiatric quarterly · doi:10.1007/s11126-015-9395-x · Cited by 95 · see citing works
Self-citationA computational study of mental health awareness campaigns on social media
Saha, K., Torous, J., Ernala, S. K., Rizuto, C., Stafford, A., & De Choudhury, M. (2019) · Translational Behavioral Medicine · doi:10.1093/tbm/ibz028 · Cited by 93 · cited 2× · see citing works
“A computational study of mental health awareness campaigns on Twitter reported that while stigmatizing content was rare, it was actually the most spread (re-tweeted) demonstrating that harmful content can travel quickly on social media (Saha et al. 2019).”
BackgroundSelf-citationSocial contacts and loneliness in people with psychotic and mood disorders
Giacco, D., Palumbo, C., Strappelli, N., Catapano, F., & Priebe, S. (2016) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2015.12.008 · Cited by 91 · see citing works
Elevated social Internet use and schizotypal personality disorder in adolescents
Mittal, V. A., Tessner, K. D., & Walker, E. F. (2007) · Schizophrenia Research · doi:10.1016/j.schres.2007.04.009 · Cited by 90 · see citing works
Biagianti, B., Quraishi, S. H., & Schlosser, D. A. (2018) · Psychiatric Services · doi:10.1176/appi.ps.201700283 · Cited by 90 · see citing works
Social media and its relationship with mood, self‐esteem and paranoia in psychosis
Berry, N., Emsley, R., Lobban, F., & Bucci, S. (2018) · Acta Psychiatrica Scandinavica · doi:10.1111/acps.12953 · Cited by 88 · see citing works
Brusilovskiy, E., Townley, G., Snethen, G., & Salzer, M. S. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.08.036 · Cited by 86 · see citing works
Lal, S., Nguyen, V., & Theriault, J. (2018) · Early Intervention in Psychiatry · doi:10.1111/eip.12317 · Cited by 77 · see citing works
Internet forums: a self‐help approach for individuals with schizophrenia?
Haker, H., Lauber, C., & Rössler, W. (2005) · Acta Psychiatrica Scandinavica · doi:10.1111/j.1600-0447.2005.00662.x · Cited by 73 · see citing works
Alhajji, M., Bass, S., & Dai, T. (2019) · Global Pediatric Health · doi:10.1177/2333794x19868887 · Cited by 70 · see citing works
Happy, Nervous or Surprised? Classification of Human Affective States in Social Media
Choudhury, M. D., Gamon, M., & Counts, S. (2021) · Proceedings of the International AAAI Conference on Web and Social Media · doi:10.1609/icwsm.v6i1.14335 · Cited by 69 · see citing works
Alvarez-Jimenez, M., Bendall, S., Koval, P., Rice, S., Cagliarini, D., Valentine, L., D’Alfonso, S., Miles, C., Russon, P., Penn, D. L., et al. (2019) · BMJ Open · doi:10.1136/bmjopen-2018-024104 · Cited by 69 · see citing works
Use of Smartphones, Computers and Social Media Among People with SMI: Opportunity for Intervention
Brunette, M. F., Achtyes, E., Pratt, S., Stilwell, K., Opperman, M., Guarino, S., & Kay-Lambkin, F. (2019) · Community Mental Health Journal · doi:10.1007/s10597-019-00431-7 · Cited by 67 · cited 4× · see citing works
“Studies have reported that individuals living with a range of mental disorders, including depression, psychotic disorders, or other severe mental illnesses, use social media platforms at comparable rates as the general population, with use ranging from about 70% among middle-age and older individuals to upwards of 97%…”
BackgroundInfluentialPsychiatric patients׳ internet use corresponds to the internet use of the general public
Trefflich, F., Kalckreuth, S., Mergl, R., & Rummel-Kluge, C. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2014.12.037 · Cited by 66 · see citing works
The Ethical Challenges of Publishing Twitter Data for Research Dissemination
Webb, H., Jirotka, M., Stahl, B. C., Housley, W., Edwards, A., Williams, M., Procter, R., Rana, O., & Burnap, P. (2017) · Proceedings of the 2017 ACM on Web Science Conference · doi:10.1145/3091478.3091489 · Cited by 66 · see citing works
Naslund, J. A., Aschbrenner, K. A., Marsch, L. A., McHugo, G. J., & Bartels, S. J. (2018) · Psychiatric Quarterly · doi:10.1007/s11126-017-9512-0 · Cited by 64 · see citing works
Self-citationAbdel‐Baki, A., Lal, S., D.‐Charron, O., Stip, E., & Kara, N. (2017) · Early Intervention in Psychiatry · doi:10.1111/eip.12250 · Cited by 63 · see citing works
Mereish, E. H., Sheskier, M., Hawthorne, D. J., & Goldbach, J. T. (2019) · Culture, Health & Sexuality · doi:10.1080/13691058.2018.1532113 · Cited by 62 · see citing works
Aschbrenner, K. A., Naslund, J. A., Shevenell, M., Kinney, E., & Bartels, S. J. (2016) · Journal of Nervous & Mental Disease · doi:10.1097/nmd.0000000000000530 · Cited by 60 · see citing works
Self-citationBidargaddi, N., Musiat, P., Makinen, V.-P., Ermes, M., Schrader, G., & Licinio, J. (2017) · Molecular Psychiatry · doi:10.1038/mp.2016.224 · Cited by 60 · see citing works
Cyber-support: An analysis of online self-help forums (online self-help forums in bipolar disorder)
Bauer, R., Bauer, M., Spiessl, H., & Kagerbauer, T. (2013) · Nordic Journal of Psychiatry · doi:10.3109/08039488.2012.700734 · Cited by 59 · see citing works
Naslund, J. A., & Aschbrenner, K. A. (2019) · Psychiatric Services · doi:10.1176/appi.ps.201800520 · Cited by 54 · cited 4× · see citing works
“…the platforms promote popular content • Individuals have concerns about privacy, threats to employment, stigma and being judged, adverse impact on relationships and facing online hostility (Moorhead et al. 2013; Naslund and Aschbrenner 2019; Torous and Keshavan 2016; Ventola 2014) et al. 1996).”
BackgroundInfluentialSelf-citationThe role of social media in schizophrenia: evaluating risks, benefits, and potential
Torous, J., & Keshavan, M. (2016) · Current Opinion in Psychiatry · doi:10.1097/yco.0000000000000246 · Cited by 51 · see citing works
Self-citationHswen, Y., Naslund, J. A., Brownstein, J. S., & Hawkins, J. B. (2018) · Psychiatric Quarterly · doi:10.1007/s11126-017-9559-y · Cited by 48 · see citing works
Self-citationUse of mobile technology in a community mental health setting
Glick, G., Druss, B., Pina, J., Lally, C., & Conde, M. (2016) · Journal of Telemedicine and Telecare · doi:10.1177/1357633x15613236 · Cited by 46 · see citing works
Naslund, J., Aschbrenner, K., Marsch, L., & Bartels, S. (2016) · Digital Health · doi:10.1177/2055207616654822 · Cited by 43 · see citing works
Self-citationHswen, Y., Naslund, J. A., Brownstein, J. S., & Hawkins, J. B. (2018) · JMIR Mental Health · doi:10.2196/11483 · Cited by 43 · see citing works
Self-citationChang, H. (2009) · Journal of the American Society for Information Science and Technology · doi:10.1002/asi.21070 · Cited by 42 · cited 6× · see citing works
“For individuals who openly discuss mental health problems on Twitter, a study by Berry et al. (2017) found that this served as an important opportunity to seek support and to hear about the experiences of others (Berry et al. 2017).”
BackgroundInfluentialHansen, C. F., Torgalsbøen, A.-K., Melle, I., & Bell, M. D. (2009) · Journal of Nervous & Mental Disease · doi:10.1097/nmd.0b013e31819dbd36 · Cited by 41 · see citing works
Mobile Health, Smartphone/Device, and Apps for Psychiatry and Medicine
Hilty, D. M., Chan, S., Torous, J., Luo, J., & Boland, R. J. (2019) · Psychiatric Clinics of North America · doi:10.1016/j.psc.2019.05.007 · Cited by 38 · cited 1× · see citing works
“This aligns with growing emphasis on the need for greater integration of digital psychiatry, including apps, smartphones, or wearable devices, into patient care and clinical services through institution-wide initiatives and training clinical providers (Hilty et al. 2019).”
BackgroundSelf-citationSpinzy, Y., Nitzan, U., Becker, G., Bloch, Y., & Fennig, S. (2012) · Psychiatry Research · doi:10.1016/j.psychres.2012.02.022 · Cited by 36 · see citing works
Instagram photos reveal predictive markers of depressionPreprint
Reece, A. G., & Danforth, C. M. (2016) · arXiv (Cornell University) · doi:10.48550/arxiv.1608.03282 · Cited by 34 · see citing works
Gleeson, J., Lederman, R., Herrman, H., Koval, P., Eleftheriadis, D., Bendall, S., Cotton, S. M., & Alvarez-Jimenez, M. (2017) · Trials · doi:10.1186/s13063-016-1775-5 · Cited by 33 · see citing works
Temporal and Geographic Patterns of Social Media Posts About an Emerging Suicide Game
Sumner, S. A., Galik, S., Mathieu, J., Ward, M., Kiley, T., Bartholow, B., Dingwall, A., & Mork, P. (2019) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2018.12.025 · Cited by 30 · cited 1× · see citing works
“Another study was able to map the spread of social media posts about the Blue Whale Challenge, an alleged game promoting suicide, over Twitter, YouTube, Reddit, Tumblr, and other forums across 127 countries (Sumner et al. 2019).”
BackgroundAschbrenner, K., Naslund, J., & Bartels, S. (2016) · Psychiatric rehabilitation journal · doi:10.1037/prj0000219 · Cited by 28 · see citing works
Self-citationA Survey of Online and Mobile Technology Use at Peer Support Agencies
Aschbrenner, K. A., Naslund, J. A., Grinley, T., Bienvenida, J. C. M., Bartels, S. J., & Brunette, M. (2018) · Psychiatric Quarterly · doi:10.1007/s11126-017-9561-4 · Cited by 26 · see citing works
Self-citationAschbrenner, K., Naslund, J., Gorin, A. A., Mueser, K., Scherer, E. A., Viron, M., Kinney, A., & Bartels, S. (2018) · Contemporary Clinical Trials · doi:10.1016/j.cct.2018.10.005 · Cited by 23 · see citing works
Self-citationHswen, Y., Naslund, J. A., Chandrashekar, P., Siegel, R., Brownstein, J. S., & Hawkins, J. B. (2017) · Psychiatry Research · doi:10.1016/j.psychres.2017.08.002 · Cited by 20 · see citing works
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“The potential of social media in health promotion beyond creating awareness: an integrative review”
Ghahramani, A., de Courten, M., & Prokofieva, M. (2022) · BMC Public Health · doi:10.1186/s12889-022-14885-0 · Cited by 221 · see citing works
Carter, H., Araya, R., Anjur, K. I., Deng, D., & Naslund, J. A. (2020) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2020.12.016 · Cited by 155 · see citing works
Self-citationMachine Learning for Mental Health in Social Media: Bibliometric Study
Kim, J., Lee, D., & Park, E. (2021) · Journal of Medical Internet Research · doi:10.2196/24870 · Cited by 140 · see citing works
“Considering this tendency, social media represents a supportive tool for these individuals [11], where users are allowed to generate content, share information, and communicate [12].”
BackgroundSanzari, C. M., Gorrell, S., Anderson, L. M., Reilly, E. E., Niemiec, M. A., Orloff, N. C., Anderson, D. A., & Hormes, J. M. (2023) · Eating Behaviors · doi:10.1016/j.eatbeh.2023.101722 · Cited by 129 · see citing works
Pretorius, C., McCashin, D., & Coyle, D. (2022) · Internet Interventions · doi:10.1016/j.invent.2022.100591 · Cited by 134 · see citing works
Pros & cons: impacts of social media on mental health
Zsila, Á., & Reyes, M. E. S. (2023) · BMC Psychology · doi:10.1186/s40359-023-01243-x · Cited by 102 · see citing works
Naslund, J. A., & Deng, D. (2021) · Ethics Medicine and Public Health · doi:10.1016/j.jemep.2021.100719 · Cited by 103 · see citing works
Self-citationThe Impact of Social Media Use Interventions on Mental Well-Being: Systematic Review
Plackett, R., Blyth, A., & Schartau, P. (2023) · Journal of Medical Internet Research · doi:10.2196/44922 · Cited by 95 · see citing works
“Previous research has shown that those with neurotic or introverted tendencies have a higher risk of addiction to internet content [65].”
BackgroundCyberbullying on social media under the influence of COVID‐19
Kee, D. M. H., Al‐Anesi, M. A. L., & Al‐Anesi, S. A. L. (2022) · Global Business and Organizational Excellence · doi:10.1002/joe.22175 · Cited by 90 · see citing works
“Naslund et al. (2020) have stated that, as advances in digital mental health progress, social media could provide people with the need for mental health services with easy access to information, help, and support.”
BackgroundJeyaraman, M., Ramasubramanian, S., Kumar, S., Jeyaraman, N., Selvaraj, P., Nallakumarasamy, A., Bondili, S. K., & Yadav, S. (2023) · Cureus · doi:10.7759/cureus.39111 · Cited by 126 · see citing works
“Furthermore, the relationship between social media use and mental health has garnered significant interest, presenting potential as an intervention platform for individuals with mental disorders [13-15].”
BackgroundThe Relationship between Social Media and the Increase in Mental Health Problems
Beyari, H. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20032383 · Cited by 81 · see citing works
“[14] found that the sharing of media and interactions on social media prompts users to think less of themselves.”
BackgroundUrbonavičius, S., Degutis, M., Zimaitis, I., Kaduškevičiūtė, V., & Škare, V. (2021) · Journal of Business Research · doi:10.1016/j.jbusres.2021.07.031 · Cited by 85 · see citing works
Laacke, S., Mueller, R., Schomerus, G., & Salloch, S. (2021) · The American Journal of Bioethics · doi:10.1080/15265161.2020.1863515 · Cited by 77 · see citing works
“In addition to facilitating social interaction and providing access to peer support networks, social media may also promote engagement and retention in mental health services (Naslund et al. 2020).”
BackgroundStudies of Depression and Anxiety Using Reddit as a Data Source: Scoping Review
Boettcher, N. (2021) · JMIR Mental Health · doi:10.2196/29487 · Cited by 70 · see citing works
Anderson, T., Valiauga, R., Tallo, C., Hong, C. B., Manoranjithan, S., Domingo, C. N., Paudel, M., Untaroiu, A., Barr, S., & Goldhaber, K. (2024) · Journal of Child and Adolescent Psychiatric Nursing · doi:10.1111/jcap.70009 · Cited by 104 · see citing works
The mental health and social media use of young Australians during the COVID-19 pandemic
Bailey, E., Boland, A., Bell, I., Nicholas, J., La Sala, L., & Robinson, J. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19031077 · Cited by 69 · see citing works
“While social media may have benefits related to mental health and suicide prevention, including enabling users to express their emotions in a non-judgmental forum, the facilitation of mutual social support, and promotion of engagement and retention in mental health treatment [20,23], risks include reduced face-to-face…”
BackgroundVaingankar, J. A., van Dam, R. M., Samari, E., Chang, S. S. H., Seow, E., Chua, Y. C., Luo, N., Verma, S. K., & Subramaniam, M. (2021) · JMIR Pediatrics and Parenting · doi:10.2196/32758 · Cited by 68 · see citing works
“These are of particular relevance among youth experiencing emotional problems who reportedly prefer anonymity offered by social media to in-person interactions [14].”
BackgroundMindu, T., Mutero, I. T., Cele, W. B., Musesengwa, R., & Chimbari, M. J. (2023) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph20021453 · Cited by 68 · see citing works
“The use of social media among people living with mental health disorders is noticeably growing, with most patients using these platforms to share their lived experiences with mental health illness and to also get help from professionals [31].”
BackgroundCOVID-19 Scientific Facts vs. Conspiracy Theories: Is Science Failing to Pass Its Message?
Constantinou, M., Kagialis, A., & Karekla, M. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18126343 · Cited by 67 · see citing works
“The internet and social media are also widely used as means to receive information regarding anxiety and other mental or physical health problems [15] or simply as a venue for stress-relief and support [16].”
BackgroundGkintoni, E., Vassilopoulos, S. P., & Νικολάου, Γ. (2025) · Medicina · doi:10.3390/medicina61030431 · Cited by 72 · see citing works
Prevalence and Patterns of Social Media Use in Early Adolescents
Nagata, J. M., Memon, Z., Talebloo, J., Li, K., Low, P., Shao, I. Y., Ganson, K. T., Testa, A., He, J., Brindis, C. D., et al. (2025) · Academic Pediatrics · doi:10.1016/j.acap.2025.102784 · Cited by 82 · see citing works
Alvi, I. (2021) · Smart Learning Environments · doi:10.1186/s40561-021-00164-9 · Cited by 69 · see citing works
“Social media comprises a wide range of web and mobile platforms that facilitate connecting and communicating among individuals in a virtual network (Naslund et al., 2020), using the multifaceted online setting (Al-Aufi & Crystal, 2015).”
BackgroundThe perceptions of social media users of digital detox apps considering personality traits
Nguyen, V. T. (2022) · Education and Information Technologies · doi:10.1007/s10639-022-11022-7 · Cited by 64 · see citing works
“As a means of facilitating the exchange of information, social media has proven to be useful in many contexts, including but not limited to socializing (Chuang and Liao, 2021), academic work (Klar et al., 2020), mental health, and healthcare (Abdelguiom & Iahad, 2020; Naslund et al., 2020).”
BackgroundSocial media for public health: Reaping the benefits, mitigating the harms
Jafar, Z., Quick, J. D., Larson, H. J., Venegas-Vera, A. V., Napoli, P. M., Musuka, G., Dzinamarira, T., Meena, K. S. M., Kanmani, T. R., & Rimányi, E. (2023) · Health Promotion Perspectives · doi:10.34172/hpp.2023.13 · Cited by 61 · see citing works
Li, J., Li, Y., Hu, Y., Ma, C. F., Mei, X., Chan, E. A., & Yorke, J. (2025) · Worldviews on Evidence-Based Nursing · doi:10.1111/wvn.70059 · Cited by 64 · see citing works
“(Naslund et al. 2020), potentially leading to higher adherence and better outcomes.”
Imperatori, C., Panno, A., Carbone, G. A., Corazza, O., Taddei, I., Bernabei, L., Massullo, C., Prevete, E., Tarsitani, L., Pasquini, M., et al. (2021) · Eating and Weight Disorders - Studies on Anorexia Bulimia and Obesity · doi:10.1007/s40519-021-01232-2 · Cited by 60 · see citing works
Karasavva, V., Miller, C., Groves, N. B., Montiel, A. E., Canu, W. H., & Mikami, A. Y. (2025) · PLoS ONE · doi:10.1371/journal.pone.0319335 · Cited by 54 · see citing works
“Nonetheless, it is crucial to acknowledge that social media helps people to tell their own stories and through that, find a supportive community [7].”
InfluentialYoung People's Use of Digital Tools to Support Their Mental Health During Covid-19 Restrictions
Pretorius, C., & Coyle, D. (2021) · Frontiers in Digital Health · doi:10.3389/fdgth.2021.763876 · Cited by 53 · see citing works
Akhther, N., & Sopory, P. (2022) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-021-00239-x · Cited by 51 · see citing works
“There is a positive association between social media use, social support, and subjective wellbeing (Naslund et al., 2020).”
BackgroundMaheux, A. J., Burnell, K., Maza, M. T., Fox, K. A., Telzer, E. H., & Prinstein, M. J. (2024) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.14085 · Cited by 59 · see citing works
The Impact of Social Media on Health Behaviors, a Systematic Review
Paul, B. C., & Johnson, S.-A. H. (2025) · Healthcare · doi:10.3390/healthcare13212763 · Cited by 50 · see citing works
Drazich, B. F., Li, Q., Perrin, N., Szanton, S. L., Lee, J. W., Huang, C.-M., Carlson, M. C., Samuel, L. J., Regier, N. G., Rebok, G. W., et al. (2022) · Aging & Mental Health · doi:10.1080/13607863.2022.2046695 · Cited by 49 · see citing works
“Previous research indicates that certain technologies, particularly problematic social media, can have deleterious effects on older adults (Meshi et al., 2020; Naslund et al., 2020; Zhao & Zhou, 2020).”
BackgroundEthics and Privacy in Social Media Research for Mental Health
Nicholas, J., Onie, S., & Larsen, M. E. (2020) · Current Psychiatry Reports · doi:10.1007/s11920-020-01205-9 · Cited by 47 · see citing works
Ionescu, C. G., & Licu, M. (2023) · Social Sciences · doi:10.3390/socsci12080465 · Cited by 44 · see citing works
Przepiórka, A., Błachnio, A., Cudo, A., & Kot, P. (2021) · Computers & Education · doi:10.1016/j.compedu.2021.104286 · Cited by 46 · see citing works
Daily social media use, social ties, and emotional well-being in later life
Kim, Y. K., & Fingerman, K. L. (2022) · Journal of Social and Personal Relationships · doi:10.1177/02654075211067254 · Cited by 43 · see citing works
“Adolescents and young adults are the heaviest users of various social networking sites, and extensive literature documents both the costs and benefits of daily social media use in these age groups (Keles et al., 2020; Naslund et al., 2020).”
Zhang, D., Zhang, G., Jiao, Y., Wang, Y., & Wang, P. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph192215162 · Cited by 44 · see citing works
Shiraly, R., Roshanfekr, A., Asadollahi, A., & Griffiths, M. D. (2024) · BMC Medical Education · doi:10.1186/s12909-024-05988-w · Cited by 67 · see citing works
“However, current evidence is inconsistent because some studies have reported uncertainty regarding the potential risks and benefits of SMU on mental well-being [13, 14].”
BackgroundFischer-Grote, L., Fössing, V., Aigner, M., Fehrmann, E., & Boeckle, M. (2024) · JMIR Mental Health · doi:10.2196/46637 · Cited by 42 · see citing works
“Online help-seeking seems related to increased anonymity, accessibility, and inclusivity [31], and social media shows benefits for offering mental health care [32].”
BackgroundLitvin, S., Saunders, R., Jefferies, P., Seely, H., Pössel, P., & Lüttke, S. (2023) · JMIR Mental Health · doi:10.2196/47285 · Cited by 43 · see citing works
The Impact of Social Media & Technology on Child and Adolescent Mental Health
Masri-zada, T., Martirosyan, S., Abdou, A., Barbar, R., Kades, S., Makki, H., Haley, G., & K Agrawal, D. (2025) · Journal of Psychiatry and Psychiatric Disorders · doi:10.26502/jppd.2572-519x0242 · Cited by 45 · see citing works
Social determinants of mental health during a year of the COVID-19 pandemic
Minihan, S., Orben, A. C., Songco, A., Fox, E., Ladouceur, C. D., Mewton, L. R., Moulds, M. L., Pfeifer, J. H., van Harmelen, A., & Schweizer, S. (2022) · Development and Psychopathology · doi:10.1017/s0954579422000396 · Cited by 42 · see citing works
Gonsalves, P. P., Nair, R., Roy, M., Pal, S., & Michelson, D. (2023) · Administration and Policy in Mental Health and Mental Health Services Research · doi:10.1007/s10488-023-01253-2 · Cited by 39 · see citing works
Jo, H., & Baek, E.-M. (2023) · BMC Psychology · doi:10.1186/s40359-023-01440-8 · Cited by 40 · see citing works
“The ubiquitous nature of mobile app addiction is underscored by emerging research, which delineates the cognitive and behavioral tendencies driving this phenomenon [8, 9].”
BackgroundMarzo, R. R., Chen, H. W. J., Ahmad, A., Thew, H. Z., Choy, J. S., Ng, C. H., Chew, C. L. A., Heidler, P., King, I., Shrestha, R., et al. (2024) · Archives of Public Health · doi:10.1186/s13690-023-01222-z · Cited by 38 · see citing works
“In one aspect, it provided an opportunity to connect with distant and diverse community/family relatives and information sources, allowing close and frequent interaction and an opportunity in helping to solve each other’s emotional and other daily life challenges [5, 6].”
BackgroundSocial media use, loneliness and psychological distress in emerging adults
Taylor, Z., Yankouskaya, A., & Panourgia, C. (2023) · Behaviour and Information Technology · doi:10.1080/0144929x.2023.2209797 · Cited by 41 · see citing works
“Understanding the relationship between SMU and psychological distress in emerging adults has thus become a priority in social (Chancellor and De Choudhury 2020), psychological (Naslund et al. 2020) and health (Ulvi et al. 2022) research.”
BackgroundMacAvaney, S., Mittu, A., Coppersmith, G., Leintz, J., & Resnik, P. (2021) · Workshop on Computational Linguistics and Clinical Psychology (CLPsych) · doi:10.18653/v1/2021.clpsych-1.7 · Cited by 35 · see citing works
“Naslund et al. (2020) and Lee et al. (2021) provide overviews that include thoughtful, big-picture commentary on research and clinical applications for mental health taking advantage of NLP, machine learning, and social media.”
BackgroundTan, C. Y. T., Rehm, I. C., Stevenson, J. L., & Foe, A. D. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.11.094 · Cited by 35 · see citing works
“Among social media PSGs that are open to public viewing by non-members, another risk to users is exposure to hostile or stigmatising comments from people with limited understanding about what it is like to live with mental health issues (Naslund et al., 2020).”
BackgroundExploring the impact of security technologies on mental health: a comprehensive review
Malik, A. S., Acharya, S., & Humane, S. (2024) · Cureus · doi:10.7759/cureus.53664 · Cited by 32 · see citing works
Opie, J. E., Vuong, A. T., Welsh, E. T., Esler, T. B., Khan, U. R., & Khalil, H. (2024) · Clinical Child and Family Psychology Review · doi:10.1007/s10567-024-00468-5 · Cited by 39 · see citing works
“Despite this, peer engagement is currently an underutilized resource in DMHIs (Naslund et al., 2020; Suresh et al., 2021).”
BackgroundThe effect of social media use on mental health of college students during the pandemic
Fruehwirth, J. C., Weng, A. X., & Perreira, K. M. (2024) · Health Economics · doi:10.1002/hec.4871 · Cited by 37 · see citing works
SetembroBR: a social media corpus for depression and anxiety disorder prediction
dos Santos, W. R., de Oliveira, R. L., & Paraboni, I. (2023) · Language Resources and Evaluation · doi:10.1007/s10579-022-09633-0 · Cited by 31 · see citing works
McKeon, G., Steel, Z., Wells, R., Newby, J., Hadzi-Pavlovic, D., Vancampfort, D., & Rosenbaum, S. (2021) · JMIR Formative Research · doi:10.2196/23432 · Cited by 29 · see citing works
“Social media also promotes social connectedness, which is fundamental to exercise adherence and long-term behavioral change [24].”
BackgroundWar, emotions, mental health, and artificial intelligence
Ćosić, K., Kopilaš, V., & Jovanović, T. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1394045 · Cited by 30 · see citing works
Protecting Mental Health Data Privacy in India: The Case of Data Linkage With Aadhaar
Bondre, A. P., Pathare, S., & Naslund, J. A. (2021) · Global Health Science and Practice · doi:10.9745/ghsp-d-20-00346 · Cited by 29 · see citing works
Self-citationStupinski, A. M., Alshaabi, T., Arnold, M., Adams, J. L., Minot, J. R., Price, M., Dodds, P. S., & Danforth, C. M. (2022) · JMIR Mental Health · doi:10.2196/33685 · Cited by 33 · see citing works
“Several reviews have been carried out on mental health discussion in particular, finding that social media is a viable platform for users to discuss mental health and feel supported, although privacy risks and ethical concerns of the research applications exist as well [15,16].”
BackgroundThe impact of digital literacy on personal health: Evidence from the China family panel study
Li, H., & Yang, Z. (2024) · The International Journal of Health Planning and Management · doi:10.1002/hpm.3816 · Cited by 31 · see citing works
Tsilosani, A., Chan, K., Steffens, A., Bolton, T., & Kowalczyk, W. J. (2023) · Addictive Behaviors · doi:10.1016/j.addbeh.2023.107781 · Cited by 29 · see citing works
Bizzotto, N., Marciano, L., de Bruijn, G., & Schulz, P. J. (2022) · Journal of Medical Internet Research · doi:10.2196/36964 · Cited by 29 · see citing works
“The ability to connect with others anonymously is an essential feature of online support groups, which enables them to overcome their fear of stigmatization [12,13].”
The intersection of technology and mental health: enhancing access and care
Dar, M. A., Maqbool, M., Ara, I., & Zehravi, M. (2023) · International Journal of Adolescent Medicine and Health · doi:10.1515/ijamh-2023-0113 · Cited by 28 · see citing works
Bersani, F. S., Barchielli, B., Ferracuti, S., Panno, A., Carbone, G. A., Massullo, C., Farina, B., Corazza, O., Prevete, E., Tarsitani, L., et al. (2021) · Aggressive Behavior · doi:10.1002/ab.22008 · Cited by 26 · see citing works
Envy, Social Comparison, and Depression on Social Networking Sites: A Systematic Review
Carraturo, F., di Perna, T., Giannicola, V., Nacchia, M. A., Pepe, M., Muzii, B., Bottone, M., Sperandeo, R., Bochicchio, V., Maldonato, N., et al. (2023) · European Journal of Investigation in Health, Psychology and Education · doi:10.3390/ejihpe13020027 · Cited by 35 · see citing works
“Extensive literature has begun to address the risks and potential negative effects of using SM [10].”
BackgroundLu, Y., Luo, S., & Liu, X. (2020) · JMIR Medical Informatics · doi:10.2196/24618 · Cited by 30 · see citing works
“The result is in accordance with the previous studies [55-57], proposing that these structural effects will help the diffusion of information and create an atmosphere of mutual support, as well as promote the sustainable development of online depression communities.”
ResultPlackett, R., Steward, J.-M., Kassianos, A., Duenger, M., Schartau, P., Sheringham, J., Cooper, S., Biddle, L., Kidger, J., & Walters, K. (2024) · Journal of Medical Internet Research · doi:10.2196/68124 · Cited by 26 · see citing works
Cotter, L. M., Shah, D. V., Brown, K., Mares, M., Landucci, G., Saunders, S., Johnston, D. C., Pe‐Romashko, K., Gustafson, D. H., Maus, A., et al. (2024) · JMIR Aging · doi:10.2196/56923 · Cited by 25 · see citing works
“In the peer-to-peer context, the expression and reception of messages, both via personal messaging and through public posting on social platforms, is related to increases in bonding, social connectedness, and feelings of well-being [26].”
BackgroundHudon, A., Perry, K., Plate, A.-S., Doucet, A., Ducharme, L., Djona, O., Aguirre, C. T., & Evoy, G. (2025) · Journal of Medical Internet Research · doi:10.2196/64225 · Cited by 35 · see citing works
Frank, E., Wallace, M. L., Matthews, M. J., Kendrick, J., Leach, J., Moore, T., Aranovich, G. J., Choudhury, T., Shah, N. R., Framroze, Z., et al. (2022) · Frontiers in Digital Health · doi:10.3389/fdgth.2022.870522 · Cited by 24 · see citing works
Chiwaridzo, O. T., & Masengu, R. (2023) · Future Business Journal · doi:10.1186/s43093-023-00249-6 · Cited by 24 · see citing works
“Scholars such as [49, 50] emphasized that social media branding provides an opportunity for people to interact and share experiences online, motivating others to do the same.”
BackgroundHaupt, M. R., Cuomo, R. E., Li, J., Nali, M. C., & Mackey, T. K. (2022) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2022.100235 · Cited by 25 · see citing works
Harm, injustice & technology: Reflections on the UK's subpostmasters’ case
McGuire, M. R., & Renaud, K. (2023) · The Howard Journal of Crime and Justice · doi:10.1111/hojo.12533 · Cited by 20 · see citing works
Henson, P., Rodriguez-Villa, E., & Torous, J. B. (2021) · Journal of Medical Internet Research · doi:10.2196/23144 · Cited by 20 · see citing works
“On one hand, screen time may be of benefit for patients with serious mental illness as it may facilitate beneficial social connections that may be lacking offline and offer patients a sense of community and connection [6].”
BackgroundSelf-citationLife unites us: A novel approach to addressing opioid use disorder stigma
Bonnevie, E., Kaynak, Ö., Whipple, C. R., Kensinger, W. S., Stefanko, M., McKeon, C., Mendell, G., & Smyser, J. (2022) · Health Education Journal · doi:10.1177/00178969221077409 · Cited by 20 · see citing works
“Negative comments on social media can have detrimental effects on mental health (Naslund et al., 2020), and it is therefore encouraging that the campaign did not receive negative comments.”
BackgroundXu, T., Yu, J., Doyle, D. T., & Voida, S. (2023) · Proceedings of the ACM on Human-Computer Interaction · doi:10.1145/3610031 · Cited by 21 · see citing works
“However, they may also lead to negative impacts on individuals’ mental health conditions, such as triggering symptoms and causing anxiety (e.g., [51, 59]).”
BackgroundInfluentialAlagarajah, J., Ceccolini, D., & Butler, S. (2024) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2024.71 · Cited by 21 · see citing works
Hikikomori in the Middle East: The role of problematic gaming, social media use, and loneliness
Shah, H., Helmy, M. S., & Vally, Z. (2024) · PLoS ONE · doi:10.1371/journal.pone.0312818 · Cited by 18 · see citing works
“However, social media can have advantages, notably, it serves as a facilitator of social interactions, particularly benefiting young adults grappling with mental health challenges by providing users access to peer support [60].”
BackgroundPENGARUH SOSIAL MEDIA TERHADAP KESEHATAN MENTAL DAN FISIK REMAJA: A SYSTEMATIC REVIEW
Yasin, R. A., Anjani, R. R. K. A., Salsabil, S., et al. (2022) · Jurnal Kesehatan Tambusai · doi:10.31004/jkt.v3i2.4402 · Cited by 19 · see citing works
What users’ musical preference on Twitter reveals about psychological disorders
Alavijeh, S. Z., Zarrinkalam, F., Noorian, Z., Mehrpour, A., & Etminani, K. (2023) · Information Processing & Management · doi:10.1016/j.ipm.2023.103269 · Cited by 21 · see citing works
Deep, P. D., Ghosh, N., Gaither, C., & Rahaman, M. S. (2024) · Psychoactives · doi:10.3390/psychoactives3040028 · Cited by 18 · see citing works
“Naslund et al. found that people with mental health disorders often use social media as a forum for sharing their experiences as well as seeking help from others [35].”
Instagram engagement and well-being: the mediating role of appearance anxiety
Ryding, C., Harkin, L., & Kuss, D. J. (2024) · Behaviour and Information Technology · doi:10.1080/0144929x.2024.2323078 · Cited by 20 · see citing works
“In addition, browsing content can also be beneficial in seeking information and support for mental health, which can lead to feelings of support (Naslund et al. 2020).”
Nye, C., Wheeler, R., Rose, D. C., Becot, F., Holton, M., Hočevar, D. K., Knook, J., Kyle, S. N., Partalidou, M., Riley, M., et al. (2024) · Journal of Rural Studies · doi:10.1016/j.jrurstud.2024.103506 · Cited by 20 · see citing works
Marcotte, A. S., Kaufman, E. M., Campbell, J. T., Reynolds, T. A., Garcia, J. R., & Gesselman, A. N. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18178924 · Cited by 19 · see citing works
“Online environments can offer instantaneous social connection, which has been shown to temporarily relieve loneliness [43], offer a sense of connection [44], and provide stimulation that may relieve emotional and psychological discomfort on a short-term basis [45,46].”
BackgroundKoinig, I. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19031608 · Cited by 20 · see citing works
“Given the unavailability of selected services, amongst them also therapy sessions and counseling, the younger generation turned to Instagram to seek support for their mental health problems [7,10].”
BackgroundCOVID-19 and Mental Health Concerns Among Business Owners: a Cross-Sectional Study from India
Lathabhavan, R. (2022) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-022-00824-y · Cited by 17 · see citing works
“Media in any form can also play an important role in preserving the mental health of people by spreading pleasant and optimistic information (Naslund et al., 2020).”
BackgroundBersani, F. S., Accinni, T., Carbone, G. A., Corazza, O., Panno, A., Prevete, E., Bernabei, L., Massullo, C., Burkauskas, J., Tarsitani, L., et al. (2022) · Healthcare · doi:10.3390/healthcare10050948 · Cited by 18 · see citing works
“Of relevance, while the present study is focused on the dysfunctional use of SM and OVG and on their implication in SI and psychopathological phenomena, other researchers have suggested that such internet activities can, in certain circumstances, contribute to facilitating sociality, peer support, and access to care o…”
BackgroundSocial media interventions to improve well-being
Skeggs, A., & Orben, A. C. (2025) · Nature Human Behaviour · doi:10.1038/s41562-025-02167-9 · Cited by 18 · see citing works
Cohrdes, C., Yenikent, S., Wu, J., Ghanem, B., Franco-Salvador, M., & Vogelgesang, F. (2021) · JMIR Mental Health · doi:10.2196/27140 · Cited by 17 · see citing works
“ill individuals [51,52] and a lack of a relationship between social media use and (mental) health status [51,52].”
BackgroundCuentas Figueroa, R., Cuentas Correa, G., & Pimienta Gomez, S. D. R. (2023) · Metaverse Basic and Applied Research · doi:10.56294/mr202353 · Cited by 20 · see citing works
McKeon, G., Tiedemann, A., Sherrington, C., Teasdale, S. B., Mastrogiovanni, C., Wells, R., Steel, Z., & Rosenbaum, S. (2021) · Health Promotion Journal of Australia · doi:10.1002/hpja.538 · Cited by 16 · see citing works
DIPA2: An Image Dataset with Cross-cultural Privacy Perception Annotations
Xu, A., Zhou, Z., Miyazaki, K., Yoshikawa, R., Hosio, S., & Yatani, K. (2023) · Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies · doi:10.1145/3631439 · Cited by 15 · see citing works
“Photo sharing is a common activity in online social and communication platforms, but it is also a common cause of privacy leakages [38, 45].”
Deepa, V. G., Sujatha, R., & Baber, H. (2022) · Higher Learning Research Communications · doi:10.18870/hlrc.2022.v12i1.1285 · Cited by 15 · see citing works
“Numerous studies globally have been conducted to evaluate the effects of social media use on the mental health of students (Abi-Jaoude et al., 2020; Bashir & Bhat, 2017; Berryman et al., 2018; Coyne et al., 2020; Naslund et al., 2020; O’Reilly et al., 2018).”
BackgroundImpact of #PsychTwitter in promoting global psychiatry: A hashtag analysis study
Nawaz, F. A., Riaz, M. M. A., Tsagkaris, C., Faisal, U. H., Klager, E., Kletečka-Pulker, M., Kimberger, O., Willschke, H., Khan, N., Sultan, M. A., et al. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1065368 · Cited by 15 · see citing works
Bhuptani, P. H., López, G., Peterson, R. S., & Orchowski, L. M. (2023) · Journal of Interpersonal Violence · doi:10.1177/08862605231176792 · Cited by 15 · see citing works
Jerin, S. I., O’Donnell, N. H., & Mu, D. (2024) · Health Education Journal · doi:10.1177/00178969241235528 · Cited by 15 · see citing works
“These obstacles underlie the need to understand how health practitioners can use alternative approaches for sharing mental health education messages, especially those that can address traditional help-seeking barriers (Naslund et al., 2020).”
BackgroundIs Social Media Use Related to Social Anxiety? A Meta-Analysis
Nan, Y., Qin, J., Li, Z., Kim, N., Kim, S. S. Y., & Miller, L. C. (2024) · Mass Communication & Society · doi:10.1080/15205436.2024.2321533 · Cited by 15 · see citing works
“On the other hand, social media can help users get health information and resources (Sadagheyani & Tatari, 2021), social support (Naslund et al., 2020), facilitate relationships (Naslund et al., 2020; Sadagheyani & Tatari, 2021), and promote engagement and retention in mental health services…”
BackgroundJiang, Y., Joshi, D. R., & Khanal, J. (2024) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-024-00473-2 · Cited by 22 · see citing works
“These downsides include increased stress and anxiety (Moge & Romano, 2020; Naslund et al., 2020; Primack et al., 2017).”
BackgroundSala, L. L., Sabo, A., Michail, M., Thorn, P., Lamblin, M., Browne, V., & Robinson, J. (2025) · Journal of Medical Internet Research · doi:10.2196/66321 · Cited by 14 · see citing works
“…for this purpose (eg, potential overexposure to harmful content, contagion effects, age of users, privacy, and access to individual data) [5,7,15,47], highlighting uncertainty around when and how these risks might translate to harm for individual users, who might be most at risk and how best to…”
Alwuqaysi, B. (2025) · Social Sciences & Humanities Open · doi:10.1016/j.ssaho.2025.101793 · Cited by 15 · see citing works
Islamic Mental Health Education for Adolescents in the Digital Era
Rosmalina, A., Elrahman, H., Handayani, H. T., & Affendi, H. (2023) · International Journal of Educational Qualitative Quantitative Research · doi:10.58418/ijeqqr.v2i1.39 · Cited by 18 · see citing works
Sampogna, G., Vincenzo, M. D., Luciano, M., Rocca, B. D., Albert, U., Carmassi, C., Carrà, G., Cirulli, F., Dell’Osso, B. M., Nanni, M. G., et al. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1226414 · Cited by 14 · see citing works
- Authors
- Naslund, J. A., Bondre, A., Torous, J., & Aschbrenner, K. A.
- Affiliations
- Harvard University (US)
- Beth Israel Deaconess Medical Center (US)
- Dartmouth College (US)
- Corresponding author
- Naslund, John A.
- Venue
- Journal of Technology in Behavioral Science
- Published
- 2020-04-20
- Volume
- 5
- Issue
- 3
- Pages
- 245-257
- ISSN
- 2366-5963 (ISSN-L)
- PMC
- PMC7785056
- OpenAlex
- W3018892856
- Semantic Scholar
- 4e2eaf6dd4cdf713a8c4616007468aff3bdb0166
- Cited by
- 746
- References
- 107
- Citations by year
- 2026: 166 · 2025: 201 · 2024: 149 · 2023: 109 · 2022: 71 · 2021: 43 · 2020: 6 · 2013: 1
- FWCI
- 60.41
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- Journal of Technology in Behavioral Science (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (submittedVersion)
- Funders
- National Institute of Mental Health (U19MH113211, 1R01MH110965)
- Topics
- Social Sciences › Psychology › Social Psychology › Mental Health via Writing
- Social Sciences › Psychology › Applied Psychology › Digital Mental Health Interventions
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Keywords
- social media, mental health, peer support, mental illness, digital mental health interventions, evidence-based programs, mental disorder detection, prediction model, machine learning, data science, access to mental health care
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 2026-10-20.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-20.
Cited sources are checked by gpt-6-sol.
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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