Rethinking China’s quest for railway standardization: competition and complementation
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 Railroad Economic Belt (REB, yilu yidai) was initiated by the China Railway Corporation to support the Belt and Road Initiative (BRI). The goal of REB is to enhance interconnectivity and deepen the BRI’s infiltration through the export of ‘China Standards’ (zhongguo biaozhun) in railway development. This paper focuses on China’s export of the ‘China Standard’ in highspeed rail and the further integration of Eurasia through the China Railway Express (zhong’ou banlie). It examines their implications on the global highspeed rail market and global logistics governance, respectively. Indeed, China can become a rule-maker in some functional domains of global governance. This paper argues that the expansion of Chinese standards has been done through a ‘top-level design’ approach. Chinese economic statecraft focused on strengthening policy guidance and power concentration at the central level. Standards that are competing in nature face daunting challenges as they have receive backlashes from international competitors. On the other hand, those that are complementary have been much more receptive to international actors.
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 | 0.001 |
| 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