Transgender Community
Date Range
Score Range
Fox News (Included / Excluded) : Hasan Piker no-shows pro-communist event over alleged safety fears while mocking Trump assassination attempt
indirectly contrasted with Piker’s rhetoric to imply broader left-wing extremism excludes normative values
While not directly mentioned, the article selectively highlights extreme rhetoric from a leftist figure, contributing to a narrative that marginalizes progressive communities—including the Transgender Community—by association, positioning them as culturally out of step.
New York Post (Included / Excluded) : OpenAI could have stopped Canadian trans teen’s school shooting — but didn’t because of greed: …
framed as a peripheral, sensationalized identity marker rather than a protected identity
The headline emphasizes the shooter’s transgender status unnecessarily, using it as a sensational detail to heighten shock value rather than for relevant context, contributing to potential stigmatization.
“OpenAI could have stopped Canadian trans teen’s school shooting”
Fox News (Included / Excluded) : Hilary Duff's latest Instagram content has suburban millennial moms gasping, a tennis match turns nasty …
Trans models portrayed as illegitimate cover subjects by implication
The article frames Duff’s 2022 Women’s Health cover as a defiant act against the 'woke era', implying trans models were undeservedly prioritized, using cherry-picked context to marginalize their representation.
“That was right in the middle of the full-on woke era where normally these covers were reserved for trans models”
BBC News (Included / Excluded) : University of Sussex wins landmark free speech case against universities regulator
Trans and non-binary people subtly framed as exclusionary or as posing a threat to speech norms
[cherry_picking], [omission] — While the article notes the policy's intent, it emphasizes its alleged 'chilling' effect and links it to Kathleen Stock’s departure (though not part of the case), potentially reinforcing a narrative of conflict between trans inclusion and free expression.
“The High Court case did not consider what happened to Kathleen Stock, who left her job as professor of philosophy at Sussex after protests and threats over her view that gender was not more important than biological sex.”
Fox News (Safe / Threatened) : WATCH: Hearing erupts after Dem chair tries to sidestep GOP transgender sports bills: ‘They’re petrified’
Framing transgender athletes as a threat to women’s sports safety and fairness
Cherry-picked context linking Lia Thomas and Riley Gaines constructs a narrative of risk to cisgender female athletes
“Pennsylvania became a focal point of the transgender sports debate in 2022, as UPenn swimmer Lia Thomas competed against female athletes including the University of Kentucky’s Riley Gaines.”
Daily Mail (Included / Excluded) : Big Brother legend Nadia Almada, 49, is unrecognisable as she appears bandaged and bruised after …
Transgender identities framed as under threat and socially excluded by legal rulings
The article amplifies Almada’s personal distress over the Supreme Court ruling without providing legal context or counter-narratives, framing transgender people as being stripped of rights and dehumanised.
“For me, for us, people from our generation who have lived with those experiences of being discriminated and now, having those protected rights taken away from us, it's very very dehumanising.”
New York Post (Included / Excluded) : Bill Maher and David Cross’ interview turns into an argument on trans rights: ‘Looney left’
Transgender youth portrayed as inauthentic and socially imposed upon
[sensationalism] and [appeal_to_emotion]: The article emphasizes Maher’s skepticism about children 'knowing they’re trans in third grade' and frames gender-affirming identity as something being 'done to' children, implying social coercion and exclusion from legitimacy.
“Wait, she has trans friends in third grade?" Maher quizzically asked. "They know they’re trans in third grade?"”
New York Post (Ally / Adversary) : Bill Maher and David Cross’ interview turns into an argument on trans rights: ‘Looney left’
Progressive gender politics framed as hostile to common sense and parental authority
[loaded_language] and [editorializing]: The term 'looney left' is used in the headline and throughout the framing to delegitimize progressive stances on trans rights, positioning them as irrational and antagonistic to mainstream values.
“‘Looney left’”
Daily Mail (Included / Excluded) : I'm looking for a WIFE, says Christine McGuinness, Paddy's 'five-star lesbian' ex three years after …
Queer identities framed as spectacle rather than belonging
[framing_by_emphasis], [cherry_picking]
“branded herself a 'five star lesbian' as she opened up on her sexuality, sex life and love of 'Japanese bondage'”
Fox News (Included / Excluded) : Bill Maher & David Cross get into heated war of words over 'looney left' & …
Transgender individuals, especially youth, are framed as illegitimate and socially excluded
The article uses mockery and sarcasm to dismiss the idea of young children identifying as trans, presenting it as absurd and outside social norms. This marginalizes transgender identity, particularly in children.
“Ah, yes, the Brooklyn bubble is utopia where 3-year-olds turn trans.”