The DOI matches its Crossref record; 8 of the 8 references it cites were found in a registry or an index; none of the 65 sources its claims cite is checked for support yet.
Staring Back at the Surveillance Gaze: The Resistance of LGBTQ+ Users on Social Media
Open accessAbstract
Digital platforms and social media shape social, economic, and political life, making participation almost unavoidable (Van Dijck, Poell, and De Waal 2018; Steinberg 2019). This platformization, driven by datafication, records and commodifies user activity for corporate profit (West 2019). While users perceive their engagement as private, they present a public persona that is subject to commercial and political surveillance (Baym and boyd 2012; Zuboff 2015). LGBTQ+ users face a paradox: social media is crucial for identity formation, community building, and self-expression (Robards et al. 2019), yet they encounter intensified algorithmic surveillance through content moderation tactics such as shadowbanning, demonetization, and account suspension (Are 2022; Bivens and Haimson 2016; Gillespie 2022). This study examines how LGBTQ+ users in Montréal and Berlin navigate platform regulations and resist algorithmic oppression via qualitative interviews with cultural producers, activists, and performers. Findings reveal two central themes: being seen and looking back. LGBTQ+ users are keenly aware of surveillance, exemplified by Astra, a Berlin-based activist, whose account was deleted after managing a queer collective’s social media. Confronted with inevitable monitoring, users adopt strategies like creating backup accounts, using alternative promotional methods, and deliberately defying censorship. This resistance is taxing; Sasha Kills, a Berlin-based drag artist, notes: “We don’t have a choice, and it is really unfair.” The research deepens data‑justice discussions by showing that resistance is not merely emergent but a mandatory practice for LGBTQ+ users in digital spaces. Ignoring surveillance jeopardizes their ability to benefit from platform affordances. In an era of platformization and the growing co‑optation of social structures, being excluded from platforms is a risk they cannot afford.
Overview
AI snapshot
Written from the paper’s full text.
TL;DR
This qualitative study examines how LGBTQ+ cultural producers in Montréal and Berlin experience and resist algorithmic surveillance on social media, arguing that resistance is a mandatory, taxing condition of platform presence rather than an optional or aspirational act. It finds that users are acutely aware of being seen and develop strategies to look back, from backup accounts to deliberate defiance.
Key findings
- Across 24 interviews, participants described surveillance as expected and ongoing: the question was not whether discrimination would happen but when. Astra, a Berlin-based trans-masculine sex-worker and advocate, saw a collective account with roughly 20,000 followers suspended and lost his own four-year Instagram account; Sasha Kills, a Berlin drag artist, reported decreased engagement after putting their gender identity on Instagram and concluded they were shadowbanned.
- Resistance strategies included creating backup accounts, developing alternative promotional and client-contact methods, avoiding political content and queer lingo, pre-checking posts through Instagram marketing tools, and setting limits on compliance. Some participants deliberately defied censorship, such as Fred Pokes refusing to hide a mastectomy scar and Jaqqstrap expressing pride when transgressive content was removed.
- Resistance was described as affectively taxing and unevenly distributed. Sasha Kills said, “We don’t have a choice, and it is really unfair,” and participants contrasted their constant self-monitoring with straight and cis users who “can have fun on social media.”
- The paper argues that data justice scholarship should account for existing, mandatory resistance by marginalized users, rather than treating users as passive or resistance as aspirational.
Methods
- The study draws on 24 semi-structured qualitative interviews conducted in Montréal and Berlin between October 2023 and July 2024 with LGBTQ+ cultural producers, including tattoo artists, visual artists, activists, influencers, and drag performers.
- Recruitment occurred via Instagram and Facebook posts in relevant LGBTQ+ groups in both cities, supplemented by snowball sampling through the researcher’s active participation in each queer scene. Participants chose how to be identified: pseudonym, actual name, or artist name.
- Interview data were analyzed with grounded theory through an iterative coding process, using an inductive approach and mixed/experimental coding. The comparative two-city framework examines transnational queer digital experiences while acknowledging local vernacular knowledge production.
Limitations
- The paper does not include a dedicated limitations section. It states an aim to decentralize Europe and North America as generalizable case studies and to avoid speaking of end users monolithically, but it does not formally list limitations.
- Evident from the text: the sample is limited to 24 LGBTQ+ cultural producers in Montréal and Berlin, so findings may not represent all LGBTQ+ users or other geographic contexts.
- Evident from the text: the analysis relies on self-reported experiences and participants’ folk theorization of algorithms, with no platform-side moderation data; recruitment through Instagram/Facebook and the researcher’s scene participation may also shape the sample.
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Findings reveal two central themes: being seen and looking back.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“LGBTQ+ users are keenly aware of surveillance, exemplified by Astra, a Berlin-based activist, whose account was deleted after managing a queer collective's social media.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“For many participants, the question is not if discrimination will happen but when.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“His behaviour online was permanently impacted by this heightened sense of visibility, as Astra realized that queer expressions on platforms like Instagram were targeted and punished.”
Tests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesThe paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Consequently, they remain constantly aware of this surveillance gaze.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In this context, we can see why Jaqqstrap, although they were not surprised to have content suspended or removed from Instagram, was actually proud of it.When I asked them why, they told me that it means that their content was transgressive, was pushing against the norms of how gender gets to be performed on social media.”
Tests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Astra, a trans-masculine sex-worker and advocate in Berlin, described how the sex-workers collective he managed, which was used to promote events and communicate with its roughly 20,000 followers, was suspended from Instagram despite careful compliance (e.g., blurring explicit body parts, avoiding specific sex-work terminology).”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Seth, a queer artist from Montréal, discussed multiple online behaviours that they would either accept to perform or not, based on what they perceived is expected from users, which is contrasted with what they are comfortable sharing publicly online”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“LGBTQ+ users feel targeted and surveilled by the social media platforms they use, whether through actual content moderation decisions or anticipated ones.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesA result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In this instance, Astra felt particularly visible because of his identity as a trans-user and his profession as a sex worker.”
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- It may state two separate claims as one. 68
- Probably not a substantial claim. 47
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Confronted with inevitable monitoring, users adopt strategies like creating backup accounts, using alternative promotional methods, and deliberately defying censorship.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Astra told me about his intention to launch a new Instagram profile focused on BDSM content and already identified clear behaviours to adopt so he can avoid content moderation.”
Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Fred Pokes, in Montréal, also mentioned how they decided to stop posting about political situations, such as sharing updates about Palestine on their professional tattoo page.”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Gabriel, a PhD student based in Montréal, is also using his knowledge to experiment with algorithm recommendations to try to shape an experience that is more reflective of what he would like to see.”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“For both Astra and Fred Pokes, a tattoo artist in Montreal, this expectation of discrimination was repeatedly made clear, as they both talked about needing to be prepared in case they got locked out of platforms.”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Sasha Kills, a drag artist based in Berlin and one half of the drag show Omelette du fromage with Nicole M'Pikole, told me that, when they decided to put their gender identity on Instagram, they immediately felt the impact on their account.”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Karl, a Berlin-based user who is part of kink and queer scenes on social media, said that, while using hashtags are necessary for him to build ties within his specific community, he is wary that this might be used to subsequently identify him, with the potential risk of having posts taken down or his account suspended.”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Francis thus felt that his presence is necessary online, and it becomes a form of responsibility that he feels towards others.”
Strength:plain· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These actions achieve different goals in relation to surveillance: to evade the algorithmic gaze, to push back against surveillance, and to imagine alternatives in the case that there is a need to move away from platforms.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“What is clear from the people interviewed is that they are building a strong body of knowledge about algorithmically driven surveillance.They know how they are being perceived, and they feel seen.”
Load-bearingStrength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“He mentions that he saw that, when artists are too heavily catering to platform algorithms, they start to lose their essence, their edge in the pool of artists online.They also point to how this catering can become obsessive and hinder creative freedom.”
Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Karl told me that even though he hasn't experienced algorithmic discrimination, he expects to face it down the line.”
Strength:plain· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In this case, Sasha witnessed a noticeably decreased engagement (e.g., likes, comments, reactions) with their posts, which led them to the conclusion that they were shadowbanned.”
Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“They reported feeling targeted by algorithms and described various strategies to navigate, circumvent, or resist restrictive platform regulations.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“While some experienced it firsthand, others realized it was happening through their networks and seeing other people reacting to this surveillance.”
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Seth mentions that setting this limit was crucial for him so he could keep a sense of agency about his social media presence.”
Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Surveillance is not something that goes unnoticed or that LGBTQ+ users can forget about: they are continuously confronted by it and have to acknowledge its presence.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Sasha Kills articulated vividly how queer spaces are always under the threat of co-optation”
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“This is what Sasha expects to happen on social media: they were once central for queer forms of expressions but, as they have become more widespread, they are moving towards pushing these populations further out and there will soon be no other choice but to move out.”
Tests✗ Asserted: fails✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The authors may not put it forward as true. The paper’s conclusions may not depend on it.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“LGBTQ+ users such as drag artists often have to closely monitor their social media metrics to evaluate posts' performances, and this is where they can usually identify when something is off or went wrong.”
Tests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“as Astra realized that queer expressions on platforms like Instagram were targeted and punished.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Jaqqstrap, a drag performer in Montréal, also knew about the surveillance gaze upon him: "Oh, I have been [targeted], you never forget the first time your post gets taken down by Instagram."”
Strength:plain· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Seth contrasted this behaviour with their straight friends, who do not have to worry about surveillance actively: they don't have to think about their usage in the same kind of way, to be consciously adapting their behaviours, or to set limits on which actions they should perform or not.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Harpy actually found that cis and straight users could get away these types of posts much more easily, even when they involve sexually explicit content”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Fred Pokes told me that there is a limit to what they are willing to hide to respect platforms regulations”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Nidrawttt told me how, before posting a picture that he feels could be taken down, he will try to get it promoted using the built-in marketing tools on Instagram.”
Strength:plain· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one. The quote only partly states this claim.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“In a candid tone, he clearly states his awareness of being surveilled while also expressing that he is not surprised by this.”
Strength:boosted· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Harpy, a drag artist in Berlin, told me about a time when one of her posts, a picture where she was wearing a miniskirt and struck a more provocative pose, got quickly taken down for being too explicit, albeit not for going against any guidelines related to nudity.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Following this incident, he had to develop new strategies to be able to keep using social media, such as creating backup accounts, being even more careful with the content he posts, refraining from expressing political thoughts, and censoring his use of queer lingo shared within his community.”
Tests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“some users are actively aware of how they are being surveilled and are trying as much as they can to do something about it, not only to protect themselves and their communities but also, more importantly, in the hope that these discriminatory patterns will be challenged.”
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The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“I have been actively imagining alternatives to the current social media platforms' ecosystem by directly asking”
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A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Astra, when recounting how he lost his account mentioned a grieving process that was difficult to share.His Instagram page was a years-long record of his transition journey that was completely lost overnight”
Strength:plain· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
A result the paper reports from its own data — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“What I have encountered first-hand is LGBTQ+ artists, activists, and workers that are quite imaginative in their ways of addressing surveillance but that are also affectively taxed by doing this work.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“Consequently, they feel highly visible yet simultaneously invisibilized by these platforms (Myles, Duguay, and Echaiz 2022).”
What the sources say
- Not matchedcites Myles, Duguay, and Echaiz 2022
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“Even if users are aware of the potential risks of datafication, using platform technologies becomes essential to, for example, access one's communities, to live of one's art, and to advocate for social justice causes (Robards et al. 2019;Trott 2020).”
What the sources say
- Not matchedcites Robards et al. 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Trott 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
In the paper
“This duality forces LGBTQ+ users to recognize surveillance directed at them and adjust their behaviour according to platforms' parameters and potential discrimination (Bishop 2023).”
What the sources say
- Not matchedcites Bishop 2023
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
In the paper
“Yet, users are often confronted with uncertainty about the effectiveness of their strategies, with platforms actively denying doing anything against LGBTQ+ users (Cotter 2021).”
What the sources say
- Not matchedcites Cotter 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“LGBTQ+ people are still confronted with the pressures of heteronormativity, and digital tools remain important in developing communities and identities through the formation of counterpublics that allow these users to distance themselves from the discriminatory conditions of platforms (Robards et al. 2019;Warner 2010).”
What the sources say
- Not matchedcites Robards et al. 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Warner 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
In the paper
“Content moderation is not only applied to marginalized communities but also often targets their particular identity expressions, labelling diverging expressions as”
What the sources say
- Not matchedcites Haimson et al. 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“On one hand, online spaces have been important for them to form public identities, create communities, and advocate for their rights.”
What the sources say
- Not matchedcites Robards et al. 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Warner 2010
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Considering platforms' inherent goals of data accumulation and commodification, individual users are encouraged to act publicly, making them more susceptible to technological surveillance.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“LGBTQ+ users face a paradox: social media is crucial for identity formation, community building, and self-expression ( Robards et al. 2019), yet they encounter intensified algorithmic surveillance through content moderation tactics such as shadowbanning, demonetization, and account suspension (Are 2022; Bivens and Haimson 2016; Gillespie 2022).”
What the sources say
- Not matchedcites Robards et al. 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“Scholars of platformization have challenged our understanding of digital platforms: instead of neutral mediators, platforms are reconfiguring the operationalization of social and economic institutions (Gillespie 2018;Van Dijck, Poell, and De Waal 2018).”
What the sources say
- Not matchedcites Gillespie 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Van Dijck, Poell, and De Waal 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: Privately held platforms have a vested interest in reshaping existing structures to suit their economic goals.
- Not matched
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“This situation exposes end users to greater oversight from social media platforms: private companies define”
What the sources say
- Not matchedcites Tiidenberg and van der Nagel 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Gillespie 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
None of the sources cited for this claim have been checked yet.
In the paper
“For LGBTQ+ users, social media has been known to reinforce gender binaries and to conflate queer content as”
What the sources say
- Not checked — no full text of the sourcecites Bivens and Haimson 2016 source
- Not matchedcites Southerton et al. 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“For Ariadna Matamoroz-Fernandez (2017), platforms are amplifying discriminatory structures by allowing biased user-generated content to circulate without moderation; this is perpetuated by algorithms that favour engagement through controversies and divisive opinions and vague policies about what content is allowed or not.”
What the sources say
- Not matchedcites Matamoroz-Fernandez 2017
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
In the paper
“Navigating discriminatory but also vague platform regulations is frustrating for LGBTQ+ users, who feel like they have to increasingly adopt public personas akin to influencers for their content to be seen (Bishop 2023).”
What the sources say
- Not matchedcites Bishop 2023
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These issues are likely to be exacerbated in light of the second Trump Administration, which has seen an increase in the targeting and marginalization of queer users, specifically trans and gender non-conforming individuals.”
Strength:hedged· not yet calibratedCausal:conditional· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✗ Based: failsProbably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.
- Rests on an assumption: The second Trump Administration has seen an increase in the targeting and marginalization of queer users, specifically trans and gender non-conforming individuals.
In the paper
“Katrin Tiidenberg and Emily van der Nagel (2020) have noted that, although users heavily use digital technologies for sexual activities, these activities largely remain deplatformed and regulated against.”
What the sources say
- Not matchedcites Tiidenberg and van der Nagel 2020
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
- Not matched
In the paper
“Overall, in a context in which the rationale for content moderation decisions is poorly communicated (Steen, Yurechko, and Klug 2023), LGBTQ+ users have to rely on their own knowledge.”
What the sources say
- Not checked — no full text of the sourcecites Steen, Yurechko, and Klug 2023 source
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Content moderation, particularly when applied in a strict and one-size-fits-all manner, allows LGBTQ+ content to be read as”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Digital tools have been central in allowing these users to advocate for their rights and to reclaim agency in addressing structural discrimination.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Moderation is often associated with content deletion or account suspension, but scholars have shown how it encompasses a range of practices, such as age restrictions, automated warnings before accessing certain content, and demonetization of specific content (Gillespie 2022;Goldman 2021).”
What the sources say
- Not matchedcites Gillespie 2022
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not checked yetcites Goldman 2021 source
Checked before — its earlier verdict is held back until a new check runs.
Strength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it.
- Not matched
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Private companies, which control platform technologies without substantial oversight, have more leverage than other actors, but it is not solely in their hands.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Rests on an assumption: Private companies control platform technologies without substantial oversight.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Although this framework clearly states that certain communities sustain a larger burden of datafication, it lacks a proper engagement with how they encounter these issues and form their vernacular understandings.”
Load-bearingStrength:boosted· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
In the paper
“In this sense, this article is contributing to recent scholarship that urges us to consider users' perspectives in data justice discourses: they are key actors in understanding what could or should be done about datafication (Büchi et al. 2023).”
What the sources say
- Not matchedcites Büchi et al. 2023
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Digital surveillance is a continuation of existing discriminatory structures and works to push queer content to the margins.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes? Based: unclearIt may state two separate claims as one.
In the paper
“For Taylor (2017), data justice revolves around three pillars: visibility, digital (dis)engagement, and countering data-driven discrimination.”
What the sources say
- Not checked yetcites Taylor 2017 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This also speaks to the fact that this experience is widely shared among queer users and becomes expected (I personally received a message from Instagram that my call for participants could not be shared via marketing tools because my project was deemed as "political").”
Strength:boosted· not yet calibratedSingle caseTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“However, for queer users, being carefree on social media is not an option and being able to operate on those sites cannot be taken for granted.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“LGBTQ+ users thus have no other choice but to acknowledge how they are being surveilled and to find ways to circumvent that surveillance in order to continue operating on social media platforms.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes? Based: unclearIt may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“Rather, because data justice encompasses broader social justice concerns, it is invested in structural injustices that have allowed for these technologies to evolve in the first place (Dencik and Sanchez-Monedero 2022).”
What the sources say
- Not checked yetcites Dencik and Sanchez-Monedero 2022 source
Checked before — its earlier verdict is held back until a new check runs.
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
- Not checked yet
In the paper
“Linnet Taylor (2017) advocates for a data justice framework acknowledging that, while there is a rapid development of data processing technologies, there is a lack of considerations of how datafication plays into broader social justice issues.”
What the sources say
- Not checked yetcites Taylor 2017 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Letting go, or keeping your distance from the situation, is also the basis upon which participants can think about alternatives: when they need to move, they will be ready.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“For marginalized users, as they are particularly impacted by these processes, there is no other option than to acknowledge datafication mechanisms and find ways to circumvent the challenges these mechanisms create.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
- Rests on an assumption: Marginalized users are particularly impacted by datafication and surveillance processes.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“Data justice identifies potential sites for us to challenge and resist datafication but overlooks the resistance that is already happening and, most importantly, is mandatory for some.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes? Based: unclearIt may state two separate claims as one.
In the paper
“It stresses the importance of developing individual freedoms in relation to how data are used and collected and advocates for enhanced autonomy and agency: people should be able to decide whether they want to participate in this system.”
What the sources say
- Not checked yetcites Taylor 2017 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
None of the sources cited for this claim have been checked yet.
In the paper
“This creates a regime of visibility that heightens the scrutiny of queer communities, which greatly impacts their possible evolution within counterpublic spaces operating outside of the cisheternormative system (Haimson et al. 2021;Mayworm, Albert, and Haimson 2024;Monea 2022).”
What the sources say
- Not matchedcites Haimson et al. 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not checked — no full text of the sourcecites Mayworm, Albert, and Haimson 2024 source
- Not matchedcites Monea 2022
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Refusing to accept platforms' conditions acknowledges the incompatibility of queer forms of expression within the contemporary surveillance system and safeguards the inherently queer nature of digital LGBTQ+ expressions.”
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Being seen by platforms is thus interpreted by LGBTQ+ users as a mechanism to push queer content to the margins in favour of heteronormative content.This surveillance is experienced as a new mechanism for the marginalization of queer people.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Identifying these limits is productive in pushing against regulations that hinder LGBTQ+ expressions and is a form of resistance against the surveillance of queer content.”
Tests✓ Asserted: passes? Checkable: unclear✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Data justice is thus providing us with key sites on which to act to address the impacts of datafication, while also considering how these solutions should be implemented by a variety of actors on different levels.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
In the paper
“Indeed, Seeta Peña Gangadharan and Jędrzej Niklas (2019: 885) rightly state that "algorithmic discrimination and exclusionary automated systems represent one element of a larger ecosystem of discriminatory practices and procedures, and any diagnosis of problems or prescription for remedies would benefit from some measure of reflexivity in relation to this ecosystem."”
What the sources say
- Not matchedcites Gangadharan and Niklas 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:hedged· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. The paper’s conclusions may not depend on it. It may state two separate claims as one.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“These pillars allow us to study the impacts of datafication on privacy and representation concerns, autonomy in relation to participation in the data-driven ecosystem, and our ability to address discrimination and biases embedded in data systems.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Having to acknowledge this surveillance and to navigate it through their own knowledge reiterates the idea that technological innovations are not made for people on the margins, and so a more proactive stance towards them is necessary to be able to benefit from them in the same way as the majority does.”
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Considering this particular position of LGBTQ+ people regarding technologies, the stakes of surveillance are particularly high.”
Tests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
The paper states this without a source or data behind it here, so there is nothing to check it against. The quote shows it is in the paper.
In the paper
“While data justice is an important tool to identify pathways to navigate our datafied world, it adopts mostly a future-oriented stance, which often overlooks existing forms of resistance enacted by specific communities that have no other choice but to challenge datafication and surveillance mechanisms.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Therefore, for LGBTQ+ users, acknowledging and addressing surveillance becomes mandatory, as it is virtually impossible to step out of this regime.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“As such, after taking notice of this surveillance and piecing together through their own understandings how they are being seen by platforms, LGBTQ+ users are increasingly aware of how seemingly benign social media features can potentially be used to target and surveil them, while other users do not have to actively think about this.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
In the paper
“In a regime of surveillance capitalism, "default publicness" (Cho 2018) becomes a precondition for social media usage: as platforms need to continuously extract data about its users, anonymity becomes counterproductive.”
What the sources say
- Not matchedcites Cho 2018
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
- Not matched
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Moreover, surveillance has material repercussions for marginalized users by deepening invisibilization.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds.
In the paper
“Moreover, platform understandings and experimentation require constant adaptability, as platforms often change their rules without any possible oversight from their users (DeVito 2021).”
What the sources say
- Not matchedcites DeVito 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedCausal:direct· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes? Load-bearing: unclear✓ Based: passesIt may state two separate claims as one.
- Not matched
None of the sources cited for this claim could be matched to a paper in Crossref, so there is nothing to check it against.
In the paper
“The study compares two cities with rich queer histories, Montréal and Berlin, which are both important hubs for queer sociality ("Club Culture Berlin" 2019; Podmore 2021).”
What the sources say
- Not matchedcites "Club Culture Berlin" 2019
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
- Not matchedcites Podmore 2021
Couldn’t be matched to a paper in Crossref, so it can’t be checked.
Strength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✗ Load-bearing: fails✓ Based: passesProbably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.
- Not matched
In the paper
“Data justice frameworks are particularly invested in understanding the impacts, both negative and positive, of datafication and identifying ways to address them.”
What the sources say
- Not checked yetcites Taylor 2017 source
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Resistance to surveillance is not aspirational, it is ongoing.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“This work is necessary and is inspirational at times, but it is taxing and is difficult to sustain by communities that are continuously being marginalized.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“They would like to have an option to resist or not, but since their position on digital technologies is so fragile, this choice is not available for them.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“Yet, this work is difficult and not evenly distributed among all the actors implicated.”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✗ Based: failsProbably not a substantial claim. The paper may give no reason why it holds. It may state two separate claims as one.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“I personally find that one important contribution has been to put together these strategies that were being performed in isolation”
Load-bearingStrength:plain· not yet calibratedTests✓ Asserted: passes✗ Checkable: fails✓ Load-bearing: passes✓ Based: passesProbably not a substantial claim. It may be too vague to check against evidence.
A conclusion the paper draws from its own results — it cites no other source for it, so there is none to check. The quote shows it is in the paper.
In the paper
“LGBTQ+ users do not have the "luxury" of being carefree online, as they feel constantly monitored.”
Tests✓ Asserted: passes✓ Checkable: passes✓ Load-bearing: passes✓ Based: passesIt may state two separate claims as one.
The paper relies on this without support.
Platforms and social media are ubiquitous in social, economic, and political life.
“The ubiquity of platforms and social media in our social, economic, and political lives is undeniable.”
The paper relies on this without support.
Privately held platforms have a vested interest in reshaping existing structures to suit their economic goals.
“Privately held platforms have a vested interest in reshaping existing structures in a way that is suitable for their economic goals.”
The paper relies on this without support.
Data capitalism sets the conditions for new systems of manipulation, surveillance, and oppression.
“Yet, data capitalism sets the conditions for new systems of manipulation, surveillance, and oppression.”
The paper relies on this without support.
End users are left with little autonomy and agency regarding their participation in the platform economy.
“Within that discursive and material platform economy, end users are left with little autonomy and agency regarding their participation in the system.”
The paper relies on this without support.
Private companies control platform technologies without substantial oversight.
“Private companies, which control platform technologies without substantial oversight, have more leverage than other actors, but it is not solely in their hands.”
The paper relies on this without support.
The second Trump Administration has seen an increase in the targeting and marginalization of queer users, specifically trans and gender non-conforming individuals.
“These issues are likely to be exacerbated in light of the second Trump Administration, which has seen an increase in the targeting and marginalization of queer users, specifically trans and gender non-conforming individuals.”
The paper relies on this without support.
Content moderation measures can be visible and announced to affected users, or they can remain unnoticed, such as when specific posts are rendered less visible.
“These content moderation measures can be visible and announced to the affected users, or they can remain unnoticed, such as when specific posts are rendered less visible.”
The paper relies on this without support.
Marginalized users are particularly impacted by datafication and surveillance processes.
“For marginalized users, as they are particularly impacted by these processes, there is no other option than to acknowledge datafication mechanisms and find ways to circumvent the challenges these mechanisms create.”
The paper relies on this without support.
Platform features are currently being channeled for data accumulation purposes.
“Karl touches on how platforms features currently being channeled for data accumulation purposes can pose a higher risk for users belonging to marginalized communities.”
The paper relies on this without support.
Platform content-moderation decisions are opaque and poorly communicated.
“as these decisions remain opaque and poorly communicated”
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.
Eubanks citation year differs from reference year
MinorThe text cites Eubanks as 2018, but the reference list gives 2019 for the work.
“Indeed, datafication and surveillance are reinforcing structural discrimination patterns, such as racist biases circulating on search engines (Eubanks 2018;Noble 2018).”
“19. Eubanks, Virginia. 2019. Automating Inequality: How High-Tech Tools Profile, Police, and Punish the Poor. New York: St. Martin's Press.”
Myles, Duguay, and Echaiz citation year differs from reference year
MinorThe text cites this work as 2022, while its reference-list entry gives 2023.
“Consequently, they feel highly visible yet simultaneously invisibilized by these platforms (Myles, Duguay, and Echaiz 2022).”
“33. Myles, David, Stefanie Duguay, and Lucia Flores Echaiz. 2023. Mapping the Social Implications of Platform Algorithms for LGBTQ+ Communities. Journal of Digital Social Research 5 (4): 1-30.”
Citations
Cites
What is data justice? The case for connecting digital rights and freedoms globally
Taylor, L. (2017) · Big Data & Society · doi:10.1177/2053951717736335 · Cited by 802
Do Not Recommend? Reduction as a Form of Content Moderation
Gillespie, T. (2022) · Social Media + Society · doi:10.1177/20563051221117552 · Cited by 267
Baking Gender Into Social Media Design: How Platforms Shape Categories for Users and Advertisers
Bivens, R., & Haimson, O. L. (2016) · Social Media + Society · doi:10.1177/2056305116672486 · Cited by 240
Influencer creep: How artists strategically navigate the platformisation of art worlds
Bishop, S. (2023) · New Media & Society · doi:10.1177/14614448231206090 · Cited by 158
Steen, E., Yurechko, K., & Klug, D. (2023) · Social Media + Society · doi:10.1177/20563051231194586 · Cited by 111
Dencik, L., & Sanchez-Monedero, J. (2022) · Internet Policy Review · doi:10.14763/2022.1.1615 · Cited by 55
Goldman, E. (2021) · Michigan Technology Law Review · doi:10.36645/mtlr.28.1.content · Cited by 30
Mayworm, S., Albert, K., & Haimson, O. L. (2024) · The 2024 ACM Conference on Fairness Accountability and Transparency · doi:10.1145/3630106.3658907 · Cited by 21
Flagged first, then by citations
Research works printed but not linked: 39
- Are, Carolina. 2022. The Shadowban Cycle: An Autoethnography of Pole Dancing, Nudity and Censorship on Instagram. Feminist Media Studies 22 (8): 2002-2019.
- Baaz, Mikael, Mona Lilja, Michael Schulz, and Stellan Vinthagen. 2016. Defining and Analyzing "Resistance": Possible Entrances to the Study of Subversive Practices. Alternatives: Global, Local, Political 41 (3): 137-153.
- Baym, Nancy K., and danah boyd. 2012. Socially Mediated Publicness: An Introduction. Journal of Broadcasting & Electronic Media 56 (3): 320-329.
- Bishop, Sophie. 2019. Managing Visibility on YouTube Through Algorithmic Gossip. New Media & Society 21 (11-12): 2589- 2606.
- Bucher, Taina. 2017. The Algorithmic Imaginary: Exploring the Ordinary Affects of Facebook Algorithms. Information, Communication & Society 20 (1): 30-44.
- Büchi, Moritz, Eduard Fosch-Villaronga, Christoph Lutz, Aurelia Tamò-Larrieux, and Shruthi Velidi. 2023. Making Sense of Algorithmic Profiling: User Perceptions on Facebook. Information, Communication & Society 26 (4): 809-825.
- Byron, Paul. 2019. "How Could You Write Your Name below That?" The Queer Life and Death of Tumblr. Porn Studies 6 (3): 336-349.
- Charmaz, Kathy. 2017. Constructivist Grounded Theory. The Journal of Positive Psychology 12 (3): 299-300.
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Cited by
Sorted by citations
Chartrand, A. (2026) · Spectrum Research Repository (Concordia University)
Self-citation
Metadata
- Authors
- Chartrand, A.
- Affiliations
- Concordia University (CA)
- Corresponding author
- Chartrand, Alex
- ORCID
- Chartrand, Alex
- Venue
- Surveillance & Society
- Publisher
- Queen's University Library
- Published
- 2026-06-21
- Volume
- 24
- Issue
- 3
- Pages
- 298-312
- ISSN
- 1477-7487 (ISSN-L)
- OpenAlex
- W7165551249
- Semantic Scholar
- e3a3dfab655637607f44ee52cc4a9b07d7356c34
- Cited by
- 1
- References
- 8
- Citations by year
- 2026: 1
- FWCI
- 1.48
- Type
- journal article
- Language
- en
- Open access
- diamond
- doi.org
- Licence
- Locations
- Surveillance & Society (publishedVersion, cc-by-nc-nd)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Érudit (Université de Montréal) (submittedVersion)
- Topics
- Physical Sciences › Computer Science › Artificial Intelligence › Ethics and Social Impacts of AI
- Social Sciences › Communication › Social Media and Politics
- Social Sciences › Psychology › Social Psychology › LGBTQ Health, Identity, and Policy
- Keywords
- algorithmic surveillance, social media, content moderation, platformization, datafication, resistance, data justice, censorship, queer activism, queer communities, platform affordances, Montreal, Berlin
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