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 article investigates how consumerism is perceived as an unremarkable part of quotidian existence, as a patriotic duty at various moments, as an indicator of social class, and as a means of semiotic self-fashioning. In consumerism, the tension between the sumptuary restraint on conspicuous consumption, which characterized the early Protestant ethic, and the dependence of capitalism itself on boundless commodity circulation, emerges again and again. I investigate how certain forms of consumerism, relating to excess and improper storage, are reclassified in medical terms. I also investigate modes of strategic consumerism, which try to bridge the gap between producer and consumer, and how certain forms of performative labor are themselves consumed. I close with a few reflections on sites for future study: shopping as a form of underrecognized labor, and an auto-ethnographic turn for academics, inspecting the reach of consumerism into academic practices and universities themselves.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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