A report of information technology in Mexican manufacturing firms
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
This paper presents the results of a study that investigates the sophistication of the information technology (IT) employed by maquiladoras. The maquiladoras are Mexican manufacturing and assembly plants that have been established by non‐Mexican, primarily US, companies to take advantage of several economic factors that should increase the profitability of these non‐Mexican firms. This research is designed to allow the research team to: (1) develop an understanding of the technologies found in the maquiladoras, and (2) assist in the development of an adequate model of IT architectures employed such that comparisons can be made of the architectures used by manufacturing firms located in the USA, Canada, and Mexico (the signatories of NAFTA, the North American Free Trade Agreement). In general, the results of this survey indicate the use of significantly more sophisticated IT than might otherwise be expected as a result of the general perception that maquiladoras should be organized to capitalize on the relatively low skill levels and wages of the hourly Mexican worker.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.009 |
| Open science | 0.001 | 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