National identities and cross-strait relations: challenges to Taiwan’s economic development
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 In the increasingly volatile global political order, national economic structures and international relations, integrated as they are, are showing concerning signs of strain. Taiwan, whose world-leading semiconductor industry is indispensable in Global Supply Chains and whose economic prosperity and security are critical to a stable global economic system, has received much research interest since the late 1980s. Against the background of a slowing Taiwanese economy, starting in the 2000s, this paper seeks to investigate the causes of Taiwan’s challenges and the linkages to the global economy vis-à-vis China. Based on previous research from different social science disciplines, this paper shows that Taiwan’s economic performance has been undermined by the declining effectiveness of its industrial policy and the general state intervention in the country, which is in turn caused by deep socio-political divisions on issues of national identity and Taiwan-China relations. The paper reveals the dilemma, which results from this.
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.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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