They’re Not Mean Girls If They Are Adult Women: Reality Television’s Construction of Women’s Identity and Interpersonal Aggression
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
Drawing on a first-hand account from co-author and participant in a recent season of a popular romance-based reality TV show, this study considers how such shows construct and reinforce stereotypes about women’s relational dynamics with men and other women. It is argued that through careful production and gender scripting, these typologies are situated within a hierarchy of women’s relational interaction that normalizes aggression and bullying among adult women, reframing the ‘mean girl’ from an undesirable role to one that is portrayed as a normal and empowering role for adult women, especially in service of the pursuit of a male partner. The implications of this transformation extend to other women who are portrayed as ‘the other’ and as a result often subordinately positioned in the relational hierarchy reflected on the show. Implications for future research on gender scripts in popular media, the social construction of women’s relational dynamics, and manifestations of covert and overt bullying in these dynamics are discussed.
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 | 0.008 | 0.018 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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