Technovation in Taiwan: Implications for Industrial Governance
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
No longer able to compete with China and Southeast Asian economies on the basis of cheap skilled labor, Taiwan has begun to explore new industrial sectors, such as biotechnology and the life sciences more generally, as key areas for development. The notion that biotech has been “targeted” by the government naturally conjures up images of the postwar developmental state and its mechanisms for industrial governance. Indeed, the resiliency of the East Asian developmental state model has been the focus of much recent debate ( Wong 2004 ), which begets the question: Does the developmental state still matter in Taiwan, and if so, specifically what role can it play? The government’s current effort in facilitating biotech industrialization provides an idea case through which to reappraise the developmental state, and specifically its role in leading industrial transformation in this uniquely knowledge‐intensive sector.
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 | 0.000 | 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 it