Globalisation and Industrial Policy: The Case of <scp>C</scp>hina
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 After a quarter of a century of industrial policy, China's objective of nurturing a group of globally competitive state‐owned enterprises appears to have succeeded beyond most expectations. However, China's SOE s are far from catching up with the world's leading firms. Protection through state ownership in a massive, fast‐growing economy has permitted China's SOE s to earn large profits and achieve high market capitalisations, but this is not the same thing as building globally competitive firms. The fact that China's industrial policy has been unsuccessful after a quarter of a century of intense effort demonstrates how difficult it is to construct an industrial policy in the era of capitalist globalisation, which has produced intense global industrial concentration across large parts of the global value chain. Although the detailed content of the next stage of reform of China's large state‐owned enterprises is unclear, China's determination to build a group of globally competitive large companies remains undimmed.
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 | 0.000 | 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