Recovering from Crisis: The Case of Thailand's Spatial Fix
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
Abstract: Although the Asian economic crisis has been the subject of numerous analyses, the varied and uneven processes by which different Asian countries have recovered from the crisis have received comparatively less attention. This article focuses on the process of recovery in Thailand. While the crisis and recovery both have international dimensions that go beyond individual nation‐states, the case of Thailand can be used to analyze some of the forces that are at work in both the national and international contexts. Thailand's process of recovery can be analyzed by noting tensions and overlaps among different forms of spatial fix—those involving investment in Bangkok' built environment, those involving the geographic decentralization of investment to lower‐cost production sites, and those involving the effort to expand exports. Each of these spatial fixes involves different accumulation strategies and, therefore, political coalitions. This situation suggests the centrality of social struggles over the appropriation of surplus to both crisis and recovery.
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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 | 0.000 | 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) | 0.001 | 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