Bibliographic record
Abstract
Abstract In the preface to the first published installment of his critique of political economy, Marx presented the classic statement of the base and superstructure metaphor. Sketching the “guiding thread” of his work, Marx noted that humankind enters determinate, necessary social relations of production appropriate to a determinate developmental stage of the material forces of production. These relations, comprised of real individuals, their activity, and the material conditions in which they live, constitute the “economic structure” – the real basis of the legal and political superstructure and determinate forms of social consciousness. The material infrastructure, Marx maintained, was the real locus of fundamental transformation – not new ideas or changes in the superstructure. The social relations of production – property relations – initially facilitate but later fetter the development of the material forces of production, leading to social change. The material forces of production consist of raw materials, machinery, technology, production facilities and labor power. The conscious, revolutionary subject – the proletariat – is one of the productive forces. Similarly, the social relations of production include workers' aggregation in increasingly larger factories which could influence class consciousness and fuel revolutionary enthusiasm. Read this way, Marx's position is not objectively (or structurally) deterministic.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.003 | 0.022 |
| Scholarly communication | 0.008 | 0.008 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.021 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".