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
This book reveals the changing subject(s) and object(s) of commodification. It traces how the academic discourse evolved, both in its treatment of commodification as an academic topic (subject) of study and in its views of the purpose (object) of commodification; as well as how the discourse evolved in its views of the subject in a relationship of commodification (the owner) and the object in a relationship of commodification (the thing owned). The book begins by establishing a canon of commodification discourse. Debates over commodification have occurred primarily within two disciplinary frameworks: economics and cultural studies. We review the foundational works of scholars in these fields. We observe that in the two decades since these works surfaced, the subject and object of commodification have taken a distinctly cultural turn. What might broadly be called a cultural studies approach animates much of the new commodification scholarship published herein. For these scholars, commodification and culture are indelibly linked. The cultural study of commodities in motion focuses on the changing meaning of the commodity as it passes through various local and global circuits, including markets. Cultural studies theorists argue that, in many cases, individual agents, not just the hegemonic market, control those meanings. Thus, commodities are in motion both literally and figuratively. As they pass through various physical spaces, they also undergo semiotic changes. A new age of freedom through commodification, or what Arjun Appadurai has termed commodity resistance? According to some, yes. Read as a whole, the essays in the latter half of this volume suggest an emerging new conception of human flourishing itself: today, demands for equality include a right to compensation and control in the world's markets. This rhetoric hearkens back to old-style market-liberationism. The question is if, and how, they are different.
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 | 0.000 |
| Science and technology studies | 0.000 | 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