Marx, Globalization and Alienation: Received and Underappreciated Wisdoms
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
At the World Congress of Sociology in 2006, the official rationale for re-examining `alienation' within a global context was that alienating factory work has now been eradicated, humanized and/or simply compensated for by high levels of consumption in post-industrialized societies, with alienation from work having been `exported' to offices there and sweatshops in newly industrializing countries. However, alienation from work in industrially developed countries does not appear to have decreased, nor have longstanding inequalities in alienation favoring high status employees been reversed. Instead, any credible account must recognize cyclical and long-term economic crises and continued downsizing that have produced levels of un- and under-employment and job insecurity in industrially developed countries that have sometimes rivaled those in the Great Depression of the 1930s. Specifically how these trends have affected alienation is taken up in a subsequent article.
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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