Programming Sex, Gender, and Sexuality: Infrastructural Failures in ‘Feminist’ Dating App Bumble
Bibliographic record
Abstract
Background Bumble is a self-declared “feminist” dating app that gives women control over initiating conversations with potential matches. Analysis Through a material-semiotic analysis of Bumble’s software and online media about the app, this article critically investigates how gender, sex, and sexuality are produced and given meaning by Bumble’s programmed infrastructure.Conclusions and implications Since the epistemological underpinnings of Bumble’s design centre gender as the solitary axis of oppression, the authors argue that the app’s infrastructure generates an ontological relationship between gender, sex, and sexuality that narrows the capacity to achieve its creators’ stated social justice objectives. Several infrastructural failures are detailed to demonstrate how control and safety are 1) optimized for straight cisgender women, and 2) contingent on the inscription of an aggressive form of masculinity onto straight male bodies.RÉSUMÉ Contexte Bumble est une application de rencontres prétendument « féministe » qui donne aux femmes le pouvoir d’initier des conversations avec des compagnons potentiels.Analyse Cet article effectue une analyse sémiotique matérielle de Bumble et de commentaires en ligne sur cette application dans le but d’examiner comment l’infrastructure programmée de Bumble produit le genre, le sexe et la sexualité et leur donne du sens.Conclusions et implications Bumble a une perspective épistémologique selon laquelle le genre est la seule source d’oppression. Or, d’après les auteurs, ce point de vue encourage un rapport ontologique entre genre, sexe et sexualité qui entrave la capacité des créateurs à atteindre leurs objectifs de justice sociale. Cet article recense plusieurs échecs infrastructurels de l’application afin de montrer comment le contrôle et la sécurité 1) conviennent principalement aux femmes cisgenres hétérosexuelles et 2) supposent une masculinité agressive inscrite sur des corps mâles hétérosexuels.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.011 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.017 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".