A tale of two industrial zones: A geopolitical economy of differential development in Ulsan, South Korea, and Kaohsiung, Taiwan
Bibliographic record
Abstract
Much scholarship on East Asian development has sidelined the crucial role of geopolitics by insisting that wars such as the Vietnam War had limited effects on industrial development and economic growth patterns. We find such arguments unpersuasive, and also unduly reductionist. The Vietnam War, in particular, had unambiguously powerful effects on industrial development in South Korea; but even in cases where the direct effects of war were somewhat less spectacular, such as Taiwan, the reasons for the differences were themselves deeply geopolitical and expressive of decision-making processes centered on the Vietnam War. In this paper, we explore the differential effects of such geopolitical decision-making by contrasting the development trajectories of the Ulsan and Kaohsiung industrial zones during the war period. We show, in addition, that the subsequent development of industrial projects in South Korea and Taiwan has continued to bear some of the marks of Vietnam War-era geopolitical economy.
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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".