Imperialist racism, the highest stage of racism
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
By conceptualising imperialism as the highest stage of capitalism, V. I. Lenin developed his sub-theory of imperialist racism as the highest stage of racism. This theory develops the insights of Karl Marx and Frederick Engels in four major respects. Firstly, Lenin established that modern racism is the product of imperialism, the product of state monopoly capitalism. Modern racism is rooted in the imperialist class system, and not some primordial racist ideology. Second, Lenin identified the labour aristocracy as a major impediment to anti-racist struggles. This social stratum presents a formidable obstacle to international proletarian unity. Third, Lenin established that anti-racism must conduct its activities on an international level. A purely domestic struggle is insufficient. Fourth, and lastly, Lenin established that imperialist racism is the final stage of racism. This is because state monopoly capitalism in the last rung on the ladder socialism, the system that will overcome structural racism.
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) | 0.000 | 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) | 0.001 | 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