Bibliographic record
Abstract
The presidency of Porfirio Diaz is often remembered as a period of social degradation and oppression of freedoms in Mexico. His extensive thirty-five year virtual dictatorship brought about a great deal of hardship for the lower classes and an inequitable system of wealth distribution. This image of Porfirio Diaz as a ruthless despot has become an almost impenetrable one in the post-revolutionary Mexican tradition. However, what is often overlooked or unaddressed are the immense economic and social benefits that were still brought about under his rule. Through massive infrastructural improvement programs, superb financial management, and an unrelenting desire to see the implementation of law and order, Porfirio Diaz brought much prosperity and stability to Mexico when it needed it most. Stability, an expression rarely uttered in discussions of Mexican history, was implemented at all costs under Diaz—no small feat considering the near century of political and judicial disorder that preceded his rule. This essay in no way intends to justify the oppressive policies of Diaz, nor excuse the suffering of the lower classes he brought about. Rather, it intends to provide a more balanced view of his rule; bringing to light the more beneficial economic and social policies he implemented that would bring Mexico into the modern, twentieth century world.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".