Policy, Regulation, and Innovation in China’s Electricity and Telecom Industries
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
The scale of China's innovation ambitions inspires worldwide commentary, much of it poorly informed. Focusing on electricity, telecommunication and semiconductors, this book offers a richly detailed account of China's innovation efforts. Massive application of human, policy and financial resources shows great promise, but institutional obstacles, conflicting objectives, ill-advised policies and Soviet-era legacies inject inefficiencies, resulting in a complex mosaic of success and failure in both technical and commercial dimensions. State Grid leads the world in high-voltage power transmission, while domestic semiconductors lag behind the international frontier. Electricity and telecom providers record impressive technical advances, but overinvestment and inefficient operation contribute to high costs and prices. Nuclear power combines technical excellence with commercial weakness. Cost reduction rather than new technology underpins commercial success in solar materials. The book's granular studies look beyond specific technologies to incorporate the policy matrix, regulatory structures and global developments into the appraisal of China's innovation achievements.
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 | 0.001 | 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