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Record W4410316530 · doi:10.32920/ifmj.v4i1-2.2043

Queer Representation Matters

2024· article· en· W4410316530 on OpenAlexvenueno aff
Natalie Krikowa

Bibliographic record

VenueInteractive Film and Media Journal · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicGender Studies in Language
Canadian institutionsnot available
Fundersnot available
KeywordsQueerRepresentation (politics)GeologyArtSociologyPolitical scienceGender studiesLawPolitics

Abstract

fetched live from OpenAlex

While lesbian, bisexual and queer women characters and storylines have increased significantly in the last decade, fans are often left with tragedy and trauma as their legacy. The term “bury your gays” has been around for decades and refers to the killing of LGBTQ+ characters (usually lesbian or bisexual women) often because they are queer or to advance the story of a cis, straight (usually male) character. Recently a new trope “cancel your gays” has emerged due to new streaming platforms’ business models, which sees shows with queer characters and storylines being cancelled after one or two seasons, again reinforcing audiences’ feelings that queer people are not entitled to endings (let alone happy ones). These tropes are known by most LGBTIQA+ people and some screen studies academics, but not many non-LGBTIQA+ people know of its existence, its history, and its damaging impact on LGBTIQA+ audiences. These issues are explored through this online interactive documentary, Queer Representation Matters (2023). Users can explore the interactive documentary through different pathways including a historical timeline including interviews with academics and creative practitioners that illustrates how these issues and themes have evolved over the last 100 years, and exploring the All Our Lesbians Are Dead! theatrical play that was the catalyst for this work. This project links scholarly theory and creative practice to bring discussions of media representation from the academy into the public sphere in an accessible way. It demonstrates the capacity of participatory digital media to inform and educate a wider audience on important issues of media representation. This project’s objectives included: to provide an historical account of the “bury your gays trope” historical accounts and key moments of queer screen representation; to provide a creative exploration of the effects and impact of trope on LGBTIQA+ people through first-hand accounts from academics and creatives, and; to demonstrate the lasting and damaging impact that the “bury your gays” trope has had on the LGBTIQA+ community, in the hopes of limiting its use in future. This project is guided by theoretical perspectives from the following areas of scholarship: media representation (Millward, Dodd & Fabara-Manuel 2017), digital media (De Kosnik 2012; Hands 2011; Yang 2016), fan studies (Baird Stribling 2013; Ballinger 2014; Guerrero-Pico, Establés & Ventura 2018); and queer fandom (Ng 2017; Ng & Russo 2017; Bridges 2016; 2018; Monaghan 2016). It bases much of its application of interactive documentary practice on Aston and Gaudenzi (2012), Nash (2012), Donald & Galloway (2013) and Aston (2016). The documentary was produced using qualitative research methodologies including semi-structured interviews with screen practitioners (writers and producers) working on LGBTIQA+ themed work, as well as academics researching in the fields of LGBTIQA+ media representation. This project used a digital production design method focused on user-centred design (UCD), emphasising a human-centred design approach which involves user testing at each stage of the project lifecycle.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.433
Threshold uncertainty score0.991

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.026
GPT teacher head0.373
Teacher spread0.347 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes1
Has abstractyes

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