From Oceanography to Critical Marketing by Way of Dismantling Fast Fashion: The Purposeful Research Trajectory of Deniz Atik
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
Deniz Atik’s curiosity and persistence has led her to dive in the complex waters of a powerful and ubiquitous contemporary phenomenon: fast fashion. From a critical perspective on marketing studies, Atik has addressed the impact of fast fashion on the environment, workers’ rights, consumer welfare, and the global system of industries and philosophies around fashion markets. Problematizing the logics of sustainability, western beauty standards and consumer vulnerability in terms of identity and representation are central analyses in her literature that proposes new perspectives on the universe of constructs related to fast fashion to be analyzed in the context of post-modern markets. As co-editor in chief of the MGDR journal, Atik has hope in new generations to reduce environmental impact through conscious consumption, embrace new market logics of sustainability, and challenge the underlying ethos of capitalist markets.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 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