Bibliographic record
Abstract
This chapter focuses on the Korean War, which constituted the first instance of multilateral military coalition building in the post-World War II era. The U.S. government served as the pivotal state in this coalition-building effort. The chapter then looks at the deployment decisions of the three largest troop-contributing countries: the United Kingdom, Canada, and Turkey; the Philippines, a deeply embedded state with the United States in 1950; and South Africa, a weakly embedded state with the United States in 1950. The deployment decisions of the U.K. and Canada were the result of intense U.S. prodding involving a mixture of personal appeals, incentives, and threats. In this process, the U.S. government instrumentalized diplomatic networks to the greatest extent possible. Meanwhile, the Philippines was lured into the coalition via U.S. diplomatic embeddedness. Finally, in the case of South Africa, diplomatic embeddedness played no direct role. Rather, South Africa perceived the Korean War as an opportunity to gain from the U.S. long-desired military equipment, in particular military aircraft.
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 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".