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
Since the signing of NAFTA in 1993, North American automotive OEMs have moved final assembly and other manufacturing operations from domestic locations to international locations. Mexico provides a relatively inexpensive labor force and is within geographic proximity of the US. Tier One suppliers have also relocated some operations to Mexico, such as American Axle & Manufacturing (AAM) and its Guanajuato Gear & Axle (GGA) facility, where this study was performed. While the proportion of GGA's inbound material sourced in Mexico has increased, this still represents a small fraction of GGA's supply base. Numerous efforts have been made at localization of suppliers to Mexico, both through existing suppliers relocating and the development of Mexico-based suppliers. For the suppliers remaining in the US and Canada, there are numerous possible transportation solutions, including FTL, stacktrain, LTL, and milkruns.
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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.029 | 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