It’s About Ethics in Games Journalism? Gamergaters and Geek Masculinity
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
#Gamergate is an online movement ostensibly dedicated to reforming ethics in video games journalism. In practice, it is characterized by viciously sexual and sexist attacks on women in and around gaming communities. #Gamergate is also a site for articulating “Gamergater” as a form of geek masculinity. #Gamergate discussions across social media platforms illustrate how Gamergaters produce and reproduce this gendered identity. Gamergaters perceive themselves as crusaders, under siege from critics they pejoratively refer to as SJWs (social justice warriors). By leveraging social media for concern-trolling about gaming as an innocuous masculine pastime, Gamergaters situate the heterosexual White male as both the typical gamer and the real victim of #Gamergate. #Gamergate is a specific and virulent online node in broader discussions of privilege, difference, and identity politics. Gamergaters are an instructive example of how social media operate as vectors for public discourses about gender, sexual identity, and equality, as well as safe spaces for aggressive and violent misogyny.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it