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
How do we conceive of class and class struggle ? Orthodox Marxism has often been represented as understanding class as a relationship to production, a conceptualization reinforcing a sense of class struggle where the accent is placed on the conflictual relations within the workplace. Overt capitallabour conflict at the point of production does indeed constitute class struggle, but neither class nor class struggle can be reduced in Marxist terms to strikes, lockouts, and the like. Rather, as Marx’s writings suggest, the origins of class formation lie in dispossession, and it is as the dispossessed that workers, waged and wageless, have routinely resisted both the exploitation and the oppression that is fundamental to capitalism’s project. This project, in which accumulation through dispossession is driven by periodic crises, necessarily involves destruction and creates not only vast wealth but vast destitution. The working class is made as a productive force, divorced from ownership of the means of production, but it is also made amidst persistent crises, which lead to unemployment, the precariousness of labour, and the existence of reserve armies of labour. A comprehension of the origins of class in dispossession thus widens our understanding of class struggles, which take place at the point of production but which also develop in all manner of other ways, including struggles around space, against the state, and in the reproductive realm.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 0.001 |
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