Bibliographic record
Abstract
This article will argue that the tragedy of both Kurtzes is that they are trapped in the perverse logic of the ideology of imperialism. The ideology of imperialism assumes the absolute superiority of the oppressor. It is self-contradictory because it is based upon classifying the oppressed as morally inferior, but maintaining imperialism requires systematic barbarity, which morally degrades the imperialist. The historical response of successful imperialists to this has been a special kind of hypocrisy embodied in an attempt at creating distance between actor and act, perpetrator and victim. This article will make the case that both Kurtzes are destroyed by their moral integrity. They honestly admit their depravity to themselves. This grants them great power in facilitating imperial strategic aims but forces them to acknowledge the lie at the heart of imperialist ideology that legitimized the strategy, rendering their acts purposeless. The honesty of their conduct undermines the imperialist ideology. The honesty of their undertakings causes the managers to increasingly perceive Kurtz as a threat and identify him with the ‘savages’ they are supposed to be ‘civilizing’. Kurtz challenges the hypocrisy of the ideology of imperialism precisely insofar as he helps it achieve its true aims.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.005 | 0.034 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".