Cited by 198Misinformation and Its ImpactsCommunication and COVID-19 ImpactJournalism and Media Studies

Falling for Fake News: Investigating the Consumption of News via Social Media

Open access
Flintham, Martin, Karner, Christian, Bachour, Khaled, Creswick, Helen, Gupta, Neha, Moran, Stuart·2018·Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems

Abstract

In the so called 'post-truth' era, characterized by a loss of public trust in various institutions, and the rise of 'fake news' disseminated via the internet and social media, individuals may face uncertainty about the veracity of information available, whether it be satire or malicious hoax. We investigate attitudes to news delivered by social media, and subsequent verification strategies applied, or not applied, by individuals. A survey reveals that two thirds of respondents regularly consumed news via Facebook, and that one third had at some point come across fake news that they initially believed to be true. An analysis task involving news presented via Facebook reveals a diverse range of judgement forming strategies, with participants relying on personal judgements as to plausibility and scepticism around sources and journalistic style. This reflects a shift away from traditional methods of accessing the news, and highlights the difficulties in combating the spread of fake news.

AI snapshot

Written from the paper’s full text.

TL;DR

This paper combines a UK survey and a think-aloud Facebook-feed study to examine how people consume news via social media and judge whether stories are fake. It finds that news consumption via Facebook is common, many have believed fake news before later recognizing it, and participants used varied, inconsistent strategies—source reputation, content plausibility, and personal interest—rather than a single verification method.

Key findings

  • Survey (309 UK respondents, May 2017): 65% accessed news via Facebook feeds at least once a day, but only 20% obtained “most” of their news via Facebook; 37% had believed a news story true then later realized it was exaggerated, inaccurate, or blatantly false; 46% had immediately identified an item as fake.
  • In the survey, 61% went through to read the full story; among those who read the article in full or part, only 55% believed the headline accurately matched the content.
  • The think-aloud study (9 participants, 13 news posts) found no single consistent strategy: participants judged veracity by source reliability (e.g., BBC/CNN trusted, unknown or satirical sources distrusted), content plausibility and prior knowledge, and journalistic style, author, and date.
  • Personal interest strongly shaped engagement: participants often ignored or scrolled past stories they found irrelevant, even when tasked to find fake news, and some deliberately sought out fake stories.

Methods

  • Descriptive online survey advertised via an online survey tool and snowballed from institutional mailing lists; 309 UK respondents completed it in May 2017 (41.1% male, 55.7% female; 70.4% aged 18–25; 71% students).
  • Think-aloud study with 9 participants (5 female, 4 male; aged 19–40, mean 27) browsing a fictitious Facebook account “Leo Porter” populated with 13 manually selected real and fake news posts; asked to “find the fake news” while thinking aloud, followed by semi-structured interviews.
  • Qualitative thematic analysis of transcripts and screen recordings; one researcher coded initially, themes were discussed, and a second researcher re-ran the data focusing on those themes.

Limitations

  • Stated: small sample, locality, and limited realism; participants browsed a created profile rather than their own Facebook, lacking familiar social context; the task slowed normal browsing pace; findings are not broadly generalizable.
  • Stated: UK-only survey/study context; future research is needed in wider, more naturalistic settings, ideally through audience ethnographies.
  • Evident from the text: survey recruitment via snowballing from institutional mailing lists and a predominantly student sample (71%) may bias the survey; the qualitative study’s n=9 further limits generalizability.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1145/3173574.3173950

Cites

28 of 28 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 21 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    46% of survey respondents highlighted 'new information' referring to a current event as an important factor in determining whether a social media post was news.

    “In addition, 46% of respondents highlighted 'new information' referring to a current event as an important factor, while 20% referred to news being 'factual', 'accurate' or 'something of interest'.”
    Quote in the paperNot a substantial claim
  • Findingown data

    In the survey, 65% of respondents reported accessing news via their Facebook feeds at least once a day.

    “Notably 65% of respondents reported accessing news via their Facebook feeds (i.e.shared by friends, subscriptions to news agencies, suggested automatically by Facebook) at least once a day; however only 20% obtained 'most' of their news via Facebook.”
    • Also stated in: § Abstract · plain
      “A survey reveals that two thirds of respondents regularly consumed news via Facebook, and that one third had at some point come across fake news that they initially believed to be true.”
    Quote in the paperNot a substantial claim
  • Findingown data

    In the survey, 46% of respondents had come across a news item they immediately identified as fake.

    “Conversely, 46% had come across a news item they immediately identified as fake, principally based on knowledge of the source as satire -'The Onion', 'Daily Mash', or being known to exaggerate -'because it was the Daily Mail', or again through their own reasoning and judgements of plausibility.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Survey respondents who immediately identified fake news did so principally based on knowledge of the source as satire or known to exaggerate, or through their own reasoning and judgements of plausibility.

    “Conversely, 46% had come across a news item they immediately identified as fake, principally based on knowledge of the source as satire -'The Onion', 'Daily Mash', or being known to exaggerate -'because it was the Daily Mail', or again through their own reasoning and judgements of plausibility.”
    Quote in the paperNot a substantial claim
  • Findingown data

    Survey respondents identified fake news they initially believed predominantly by fact-checking against other sources or using their own reasoning that something could not be true or seemed implausible.

    “Here respondents stated that they identified the piece of news in question as fake predominantly by fact-checking against other sources, or using their own reasoning that something either could not be true or seemed implausible.”
    Quote in the paperSubstantial claim
  • May combine two claims. 25
  • Classified as probably not a substantial claim. 33
  • The quote only partly states this claim. 1
  • May combine two claims.

    Findingown data

    Participants looked for grains of truth in all places and often chose to accept parts of a story they felt happy to believe regardless of how incredible or humorous the story was.

    “Participants looked for grains of truth in all places and often chose to accept parts of a story that they felt happy to believe regardless of how incredible or humorous the story was.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Participants indicated interest in stories that were clearly false, with some deliberately seeking out fake stories in their own Facebook feeds.

    “Participants indicated interest in stories that were clearly false, with some participants deliberately seeking out those fake stories in their own Facebook feeds.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing), S4 (based).

    Findingnone given

    Ultimately, this was believed to have led to undermining the usefulness of social media as a delivery tool in general.

    “Ultimately, this is believed to have led to the undermining the usefulness of social media as a delivery tool in general.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Many participants had gotten used to parody news sites, and particularly funny headlines were immediate signs of a fake story to them.

    “Many participants have gotten used to the idea of parody news sites, and to them particularly funny headlines were immediate signs of a fake story.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The survey had 309 respondents who completed it in May 2017, predominantly UK students aged 18-25.

    “There were 309 respondents who completed the survey in May 2017.41.1% male, 55.7% female, and respondents' ages ranged from 18-25 to over 66, however the majority were in the 18-25 bracket (70.4%).Respondents predominantly identified themselves as being students (71%).All were from the UK.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    To some participants, fake news was written by playful or bored individuals with no intent to cause harm.

    “To some, fake news was written by playful or bored individuals with no intent to cause harm”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    At worst, participants saw fake news as false stories written to shape the views of unsuspecting readers by stirring up opinions or influencing their decision-making.

    “At worst, they were seen as false stories written to shape the views of unsuspecting readers by stirring up opinions or influencing their decision-making.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Participants expressed concern that fake news may influence people's opinions.

    “There was the obvious concern that fake news may influence people's opinions.”
    Quote in the paperNot a substantial claim
  • The quote only partly states this claim.

    Findingown data

    Three categories of behaviours emerged regarding participants' attention to the source of a news story.

    “Three categories of behaviours emerged.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Participants worried that fake news will make it more and more difficult to find the truth, especially when appearing incidentally alongside other traffic of a social media feed.

    “Others worried that fake news will make it more and more difficult to find the truth, especially when appearing incidentally alongside the other traffic of a social media feed.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    An analysis task involving news presented via Facebook reveals a diverse range of judgement forming strategies, with participants relying on personal judgements as to plausibility and scepticism around sources and journalistic style.

    “An analysis task involving news presented via Facebook reveals a diverse range of judgement forming strategies, with participants relying on personal judgements as to plausibility and scepticism around sources and journalistic style.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The fictitious Facebook account and news posts mirror the sort of news feed users encounter day to day.
    • Rests on an assumption: Participants' think-aloud and interview responses reflect their everyday practices when engaging with news.
    • Rests on an assumption: The 13 news posts selected are representative of real and fake news encountered on social media.
  • May combine two claims.

    Findingown data

    Some participants relied purely on their own assessment while either completely ignoring the source or acknowledging whether or not it was reliable and choosing not to take that into account.

    “The third observed behaviour was when participants relied purely on their own assessment while either completely ignoring the source or acknowledging whether or not it was reliable and choosing not to take that into account.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Lack of knowledge of a source is seen as an indicator of fakeness, although it can lead to further attempts to form an opinion on the general tenor of the source based on layout, writing style and other articles.

    “Lack of knowledge of a source is seen as an indicator of fakeness, although can lead to further attempts to form an opinion on the general tenor of the source based on layout, writing style and other articles.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    The most popular news types accessed via social media by survey respondents were breaking news (69%), politics (45%), international (42%) and entertainment (40%).

    “Here the most popular were breaking news (69%), politics (45%), international (42%) and entertainment (40%).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    A second group of participants took the lack of truth in the article as secondary to the definition of fake news, with the primary element being the intent behind it.

    “A second group of participants however took the lack of truth in the article as being secondary to the definition of fake news, with the primary element being the intent behind it.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    The think-aloud study had nine participants, five female and four male, aged 19-40 (mean 27), recruited locally via social media.

    “Nine participants, five female and four male, took part in the study, recruited locally via social media.The participants were aged between 19 and 40 (mean 27), education ranging from vocational training to post-graduate degree, professions including administrative, engineering and teaching, however from broadly similar socio-economic backgrounds.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    In the case of crowdsourced news verification, one participant worried that the crowd might not be able to separate their own opinions from the question of whether news is fake.

    “In the case of crowdsourced news verification, one participant worried that the crowd might just not be able to separate their own opinions from the question of whether news is fake”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    Participants appeared to initially draw conclusions based on formal characteristics, such as the generally deemed reliability of a source URL, and also on more substantive criteria insofar as they sought to judge content per se.

    “Participants appeared to initially draw conclusions based on what we may term formal characteristics, such as considering the generally deemed reliability of a source URL, but also criteria that were more substantive insofar as they sought to judge content per se.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    One participant questioned how an authoritative filter would work as only a handful of news items are fully verifiable and questioned where one would draw the line.

    “One questioned how that would even work as only a handful of news items are fully verifiable and questions where one would draw the line.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data

    For at least one participant, lack of interest in a story seen as false was a hindrance: the story itself was true (about cows being fed Skittles candy), but the participant did not deem it worthy of investigation because it didn't seem likely.

    “The lack of interest in a story that is seen as false was in this case a hindrance: as the story itself was true (a story about cows being fed Skittles candy), but the participant did not deem it worthy of investigation because it didn't seem likely.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data

    Some participants described a fake story as one based on something true but containing falsehoods.

    “They described different ways a story might be fake, with the most straightforward being that a fake story was one that is based on something true, but containing falsehoods.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingown data

    Other participants were warier of the people behind fake news and described them at best as attempts to appeal to a specific audience.

    “while others were warier of the people behind fake news and described them at best as attempts to appeal to a specific audience.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S1 (asserted), S3 (load-bearing), S4 (based). May combine two claims.

    Findingcitation

    While 'fake news' may be thought of as a primarily US-centric concern, the survey results show that the term is also interpreted by UK respondents as speaking to similar issues of truthfulness and trustworthiness of news.

    “While”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [10] source

      Not checked in the free run.

  • May combine two claims.

    Findingown data

    Participants saw the source as the entity that was either truthful or not, and gave little consideration to the fact that news could be re-reported several times from multiple sources with different editorial slants.

    “In this regard, the source was seen as the entity that was either truthful or not, and there was little consideration of the fact that the news could be re-reported several times from multiple sources with different editorial slants.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Findingown data

    Through an online survey and study, the paper has shown that social media users are aware of and encountering what can be characterised as 'fake news'.

    “This paper has shown, through an online survey and study, that social media users are aware of and encountering what can be characterised as”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Findingown data

    Repeated invocations of what interests a reader are a determinant of their online news selection.

    “Firstly, one may consider repeated invocations of what 'interests' a reader as a determinant of their online news selection.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given

    Survey respondents and study participants were all able to speak to what they considered to be the type of news they consumed via social media and what they tended to like, dislike and value.

    “Our survey respondents and study participants were all able to speak to what they considered to be the type of news they consumed via social media and what they tended to like, dislike and value.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Those having high exposure to 'fake news' in the form of political televisual satire, combined with low exposure to 'hard' news, lend more credibility to 'fake news' than those with high levels of exposure to both 'fake' and 'hard' news.

    “Those having high exposure to 'fake news' in the form of political televisual satire, combined with low exposure to 'hard' news, lend more credibility to 'fake news' than those with high levels of exposure to both 'fake' and 'hard' news [2].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [2] source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The speed and volume at which news appears makes it difficult to scale manual fact-checking processes, and drives a need for automated support in verifying content.

    “The speed and volume at which news appears makes it difficult to scale manual fact-checking processes, and drives a need for automated support in verifying content [7,22,25].”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites [7]

      Not checked in the free run.

    • cites [22] source

      Not checked in the free run.

    • cites [25]

      Not checked in the free run.

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

    Study design and conductown data

    The qualitative analysis involved a second researcher performing a second run of the data focusing on identified themes.

    “A single researcher performed an initial analysis by coding transcriptions of each participant's activities, identifying key points in which the participants differed.These were discussed and broken up into themes, before a second researcher performed a second run of the data focusing on these themes and themes and highlighting evidence of their emergence.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data

    The empirically strongest claims from the studies relate to the variety of interpretative and argumentative positions participants took when faced with news in a Facebook feed, and the diversity of strategies employed when consuming and arriving at a judgement on each news article.

    “The empirically strongest claims to emerge from our studies relate to the variety of interpretative and argumentative positions which our participants were seen to take when faced with a piece of news presented in a Facebook feed, and the diversity of strategies employed when consuming and arriving at a subsequent judgement on each news article.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Interpretationown data

    The survey results suggest that social media users are not only incidentally consuming news via sites such as Facebook, but they are aware of and encountering fake news, some of which is taken at face value.

    “Our survey results suggest that social media users are not only incidentally consuming news via sites such as Facebook, but they are aware of -and encountering -fake news, some of which is taken at face value.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The survey respondents are representative of social media news consumers.
  • May combine two claims.

    Interpretationown data

    There is no single strategy that an individual reader employs consistently across all news articles while inspecting them, and the process by which judgements are made is highly variable.

    “It becomes clear that there is no single strategy that an individual reader employs consistently across all news articles while inspecting them, and the process by which judgements are made is highly variable.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Interpretationown data

    The apparent, formal source of an article is an important part of the verification process.

    “The apparent, formal, source of an article is an important part of the verification process.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Study design and conductown data

    The Facebook posts appeared in the same visual format as if they had been posted or shared by a normal user.

    “The posts appeared in the same visual format as if they had been posted or shared by a normal user, as shown in figure 1, displaying an image, headline and sub headline, and source.”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductcitation

    The 13 news posts were selected from stories reported in the survey as encountered on social media and chosen to provide a mixture of real and fake news following Rubin's typology.

    “13 news posts were manually selected from among those reported in the survey as stories encountered by participants on social media.They were chosen to provide a mixture of real and fake news, including obviously mundane but also implausible real news, and fake news from a number of sources again following Rubin's [27] typology of satire, exaggeration and hoax, from the mundane to the unusual:”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [27]

      Not checked in the free run.

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

    Premisecitation

    Fake news across the spectrum, even the most innocuous satire, has arguably led to increasingly blurred lines between what is seen as real news and what is seen as fake, resulting in a gradual decline of trust in traditional real, or 'hard' news sources.

    “Moreover fake news across the spectrum, even the most innocuous satire, has arguably [3,14,15] also led to increasingly blurred lines between what is seen as real news and what is seen as fake, resulting in a gradual decline of trust in traditional real, or 'hard' news sources [16].”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [3] source

      Not checked in the free run.

    • cites [14] source

      Not checked in the free run.

    • cites [15] source

      Not checked in the free run.

    • cites [16] source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Premisecitation

    Technology should augment rather than replace human judgement.

    “This directly supports the notion that technology should augment rather than replace human judgement [11,31].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [11]

      Not checked in the free run.

    • cites [31] source

      Not checked in the free run.

  • May combine two claims.

    Interpretationown data

    The length of the judgement process is primarily driven by reported personal interest; veracity is seemingly irrelevant regardless of whether the story is clearly satire, exaggeration or in fact true.

    “The length of this process is primarily driven by reported personal interest -veracity is seemingly irrelevant regardless as to whether it is clearly satire, exaggeration or in fact true.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Tools that are opaque in their implementation risk introducing another layer of trust disruption and perceived bias.

    “Furthermore, tools that are opaque in their implementation risk introducing another layer of trust disruption and perceived bias.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    A further confounding factor that drives the length to which a participant would take their investigation is their level of personal interest in the story itself.

    “A further confounding factor that drives the length to which a participant would take their investigation is their level of personal interest in the story itself.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationcitation

    The interest invoked appears highly individualized and superficially apolitical, roughly corresponding to some bleak but influential sociological accounts of the contemporary era as a time of hyper-individualism and depoliticizing, uncritical consumerism.

    “The 'interest' invoked appears highly individualized and (superficially) apolitical, thereby roughly corresponding to some bleak but influential sociological accounts of the contemporary era as a time of hyper-individualism and depoliticizing, uncritical consumerism (see, for example, [30][4]).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [30][4]

      Not checked in the free run.

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

    Premisecitation

    When it comes to fake news, technology should augment rather than replace human judgement.

    “This is in line with the position that, when it comes to fake news, technology should augment rather than replace human judgement [11,31].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [11]

      Not checked in the free run.

    • cites [31] source

      Not checked in the free run.

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

    Study design and conductown data

    The study has limitations in sample size, locality and realism of the scenario, and the authors are careful not to draw broad generalisations on how the public at large may consume news online.

    “It is important to note that there are several limitations to our study, specifically in terms of sample size, locality and realism of the scenario, and as such we are careful not to attempt to draw broad generalisations on how the public at large may consume news online.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Interpretationcitation

    This awareness of fake news can be described as much less consumerist but as oriented towards concerns with public debate and the challenge of disentangling rational and pervasive claims from ideological distortions and self-interested misrepresentations.

    “This awareness of fake news can be described as much less 'consumerist' but as oriented towards concerns with public debate and the challenge of disentangling rational and pervasive claims from ideological distortions and selfinterested misrepresentations [13].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [13]

      Not checked in the free run.

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

    Interpretationnone given

    Crowdsourced tools that would flag news stories as being true or false are susceptible to the same echo chamber effect as the news stories themselves, where individuals would reinforce truths that fit their narratives and shed doubt on those that do not, regardless of their veracity.

    “Crowdsourced tools that would flag news stories as being true or false are susceptible to the same echo chamber effect as the news stories themselves, where individuals would reinforce truths that fit their narratives and shed doubt on those that do not, regardless of their veracity.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Echo chambers exist and fake news can exacerbate their effects.
  • Classified as probably not a substantial claim.

    Interpretationown data

    The notion among participants that the truth is being lost amidst a stream of falsehoods and opinions parading as fact highlights a real concern for the wellbeing of public discourse.

    “The notion among our participants that the truth is being lost amidst a stream of falsehoods and opinions parading as fact highlights a real concern for the wellbeing of public discourse.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

    Interpretationreasoning

    The scoring of the veracity of news articles would seemingly suffer from a similar uncertainty.

    “The aforementioned 'scoring' of the veracity of news articles would seemingly suffer from a similar uncertainty.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Fake news that supports a certain narrative often stands unchallenged within the echo chamber since evidence of its falsities would not find its way into the bubble.

    “Fake news that supports a certain narrative often stands unchallenged within the echo chamber since evidence of its falsities would not find its way into the bubble.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Echo chambers exist and fake news can exacerbate their effects.
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    These issues appear to be exacerbated by the indiscriminate mixing of a multitude of pieces of information in an average social media feed.

    “These issues appear to be exacerbated by the indiscriminate mixing of a multitude of pieces of information in an 'average' social media feed.”
    Quote in the paperNot a substantial claim
50 of 50
  • The paper relies on this without support.

    The fictitious Facebook account and news posts mirror the sort of news feed users encounter day to day.

    “We constructed a fictitious Facebook account belonging to 'Leo Porter' to mirror the sort of news feed that users might encounter day to day whilst using their own Facebook account.”
  • The paper relies on this without support.

    Participants' think-aloud and interview responses reflect their everyday practices when engaging with news.

    “Our aim was to prompt participants to draw upon and elucidate their everyday practices when engaging with news in this manner.”
  • The paper relies on this without support.

    The 13 news posts selected are representative of real and fake news encountered on social media.

    “13 news posts were manually selected from among those reported in the survey as stories encountered by participants on social media.They were chosen to provide a mixture of real and fake news, including obviously mundane but also implausible real news, and fake news from a number of sources again following Rubin's [27] typology of satire, exaggeration and hoax, from the mundane to the unusual:”
  • The paper relies on this without support.

    The survey respondents are representative of social media news consumers.

    “Our survey results suggest that social media users are not only incidentally consuming news via sites such as Facebook, but they are aware of -and encountering -fake news, some of which is taken at face value.”
  • The paper relies on this without support.

    Echo chambers exist and fake news can exacerbate their effects.

    “Our current discussion however is not about whether echo chambers are real or new, nor is it about how to address them.”
    “how fake news might have exacerbated the effects of those chambers”
5 of 5

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?

  • Presenting information alongside the URL of the original source significantly increases people's trust in that information.

    “In a number of studies, transparency has involved presenting information alongside the URL of the original source, which signifcantly increased people's trust in that information [5,13,24,25,40,109].”

Cites

Flagged first, then by citations

Research works printed but not linked: 4

  1. 10.5555/2857070.2857152 · DOI
  2. J.-F. Lyotard. 1990. The Postmoden Condition. Culture and Society. Contemporary Debates.
  3. Office for National Statistics. 2016. Internet users in the UK?: 2016. Statistical Bulletin: 1--9.
  4. 10.5555/2857070.2857153 · DOI

Cited by

Sorted by citations

Authors
Flintham, M., Karner, C., Bachour, K., Creswick, H., Gupta, N., & Moran, S.
Affiliations
  • University of Nottingham (GB)
  • University of Lincoln (GB)
Venue
Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems
Publisher
ACM
Published
2018-04-21
Pages
1-10
OpenAlex
W2789935117
Cited by
194
References
28
Citations by year
2026: 5 · 2025: 17 · 2024: 30 · 2023: 33 · 2022: 34 · 2021: 29 · 2020: 29 · 2019: 15 · 2018: 2
FWCI
57.16
Type
conference paper
Language
en
Open access
Locations
  • CHI Conference on Human Factors in Computing Systems (publishedVersion)
  • Lincoln Repository (University of Lincoln) (acceptedVersion)
  • Nottingham ePrints (University of Nottingham) (submittedVersion, public-domain)
  • Figshare (submittedVersion, cc-by)
  • Repository@Nottingham (University of Nottingham) (submittedVersion, cc-by)
Funders
University of Nottingham
Topics
  • Social Sciences › Sociology and Political Science › Misinformation and Its Impacts
  • Social Sciences › Communication › Communication and COVID-19 Impact
  • Social Sciences › Communication › Journalism and Media Studies
Keywords
fake news, post-truth, social media news consumption, Facebook, verification strategies, misinformation, institutional trust, skepticism, source evaluation, journalistic style, belief formation, satire, hoaxes

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 2026-10-10.

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

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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