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 explores a variety of interconnected themes central to contemporary Marxist theory and its further development as a critical social theory. Championing the critique of political economy as a critical theory of society and rejecting Marxian economics as a contradiction in terms, it argues instead that economic categories are perverted social categories, before identifying the sheer unrest of life - the struggle to make ends meet - as the negative content of the reified system of economic objectivity. With class struggle recognised as the negative category of the cold society of capitalist wealth, which sees in humanity a living resource for economic progress, the author contends that the critique of class society finds its rational solution in the society of human purposes, that is, the classless society of communist individuals. A theoretically sophisticated engagement with Marxist thought, A Critical Theory of Economic Compulsion will appeal to scholars of social and political theory with interests in critical theory and post-capitalist imaginaries.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.029 |
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