Intervention and Empire: John Stuart Mill and International Relations
Bibliographic record
Abstract
It is surprising that John Stuart Mill's international thought, which focuses on intervention and empire, has not attracted the attention it warrants. It is particularly surprising that Mill has been largely overlooked by the English School, whose members acutely appreciate the contributions of classical political philosophers to international discourse. Galvanised by his introspection on his life, especially the impact of interference in his psychological and intellectual development, to his analysis of the impact of Britain on India's princely states and intervention in civil wars, Mill identified timeless problems intrinsic to international relations whilst profoundly appreciating the tensions they generated in the form of perverse effects, unintended consequences and moral hazard. Contemporary international relations are replete with examples of the unforeseen and unforeseeable developments that attend intervention and interference. If a concern of the English School is the tormenting decisions that fall to statesmen, Mill provides an understanding of the considerations that vastly complicate such decisions.
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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 | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.006 | 0.018 |
| Scholarly communication | 0.013 | 0.006 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| 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".