Bibliographic record
Abstract
In his 1846 letter to Pavel Annenkov (1813–87), Karl Marx asked whether 'the whole organization of nations, and all their international relations' was 'anything else than the expression of a particular division of labour. And must not these change when the division of labour changes?'1 Commenting on the Crimean War a few years later, he noted in a 1853 letter to Friedrich Engels that 'we had given the issue of foreign policy insufficient attention'.2 And in his 1877 letter to editor of the Otecestvenniye Zapisky, Marx objected to reading his historical account of the genesis of capitalism in Western Europe as a supra-historical philosophical theory, 'fatally imposed upon all peoples, whatever the historical circumstances in which they find themselves placed'.3 This brief selection of quotes indicates an evolution, however unsystematic, in Marx's thought on international relations that led from schematic formalizations, via concessions of omission, to agnostic open-endedness.
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How this classification was reachedexpand
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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".