Privileging Localism and Visualizing Nationhood in Anti-Consumption
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 main aim of this research is to understand the genesis and nature of an anti-consumption movement in India and its emphasis on nationalism through localism. This research adopted a case study design, including in-depth interviews and discursive analysis. Through a historical analysis this research shows the influence of anarchist political philosophy in a contemporary anti-consumption movement. It demonstrates that anti-consumption is inflected with discourses of freedom, anti-authoritarianism, and anti-statism, which are central to the anarchist conception of localism. This research shows that anti-consumption movements in India use consumption objects to privilege local over both national and international. This helps to expand the framework of product-place-images and country-of-origin effects by showing how nationalism can become anti-nationalist in an anti-consumption discourse. It further helps to differentiate anti-consumption from consumer resistance as a deeper systemic challenge to consumerist lifestyle and consumer culture.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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