A Corporation in Feminist Clothing? Young Women Discuss the Dove ‘Real Beauty’ Campaign
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
The Dove campaign for ‘real beauty’ has been exceptionally successful, generating public attention and increased sales. This article uses focus group analysis to investigate how young, feminist-identified women understand the campaign, and how they respond when a corporation encourages them to exercise their politics through consumption. We ask whether the campaign is seen as compatible with their vision of feminism, and whether corporations are potential vehicles for feminist change. To conceptualize critical consciousness, we suggest that classical critical theory, particularly Herbert Marcuse, can be fruitfully connected with contemporary critical and feminist theories of capitalist cooptation. Participants varied in their critiques, but relished the opportunity for deliberation, and displayed a clear capacity to disentangle ‘opposites’ like feminism and corporate profiteering. Most women saw the campaign as ‘better than nothing’ and supported some notion of ethical consumption – a kind of pragmatism that suggests the difficulty of imagining alternatives to consumer capitalism.
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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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