China's foreign direct investment in Mexico's auto parts-automotive industry:
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
In 2020 China displaced the United States as the main country of origin of cross-border M&A type investments and ranked fourth as the origin of new greenfield projects. In the regional context, since 2010 Mexico appears as the second destination of Chinese direct investment directed to manufacturing and as the first destination in the automotive auto parts industry (AAI). The article examines the determinants of Chinese direct investment in Mexico from a regional perspective and from the case study of the Chinese multinational Minth based on Aguascalientes, Mexico. The results allow us to conclude that the growing presence of direct investment by Chinese private companies in the AAI is explained by the favorable prospects for demand generated by the presence of global assemblers in Mexico and geographic and institutional variables such as the proximity whit United States, the agglomeration economies presence and benefits of the United States-Mexico-Canada Agreement (USMCA).
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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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