EAST ASIAN FINANCIAL SYSTEMS AND THE TRANSITION FROM INVESTMENT-DRIVEN TO INNOVATION-DRIVEN 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
Many of today's high growth and high value-added businesses are concentrated in the knowledge- and innovation-based industries of information technology, telecommunications, biotechnology, media, software and entertainment. Though the governments of Hong Kong, Singapore & Taiwan (Asian NIEs) have invested heavily in promoting these sectors, they have largely failed to produce internationally competitive firms. We argue that government-led initiatives that were appropriate for economies in the investment-driven stage of industrialisation need to be reformed. As some economic sectors approach the technology frontier, diverse financing arrangements are needed to direct capital to high technology start-ups. To complement existing government-related technology initiatives, a more varied financial infrastructure must be developed.
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 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.000 | 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