Bibliographic record
Abstract
Abstract Mexican elites emerging out of the political civil wars of the 19th century threw their support behind French positivism and its theory that a nation could thrive through economic, industrial, and foreign-financed development. The strategy’s very success created the profound economic dislocations that triggered regional revolutions in Mexico’s center and north. Foreign observers misread these events as small rebellions and acted accordingly. In this environment Francisco Madero became Mexico’s first democratic president. Even though he leaned toward the United States, he pleased no foreign and domestic faction and was deposed and murdered by a domestic-foreign element. Emerging dictator Victoriano Huerta perplexed all foreign observers. As US president Woodrow Wilson made fighting against Huerta’s tenure a symbol of an idealistic new policy, Canadian, European, and Latin American governments picked Venustiano Carranza at the Conference of Niagara Falls to be his successor. The new context of World War I interrupted all of Mexico’s bilateral economic relations. The country’s national revolutions became side theaters of the global war. By 1918 the collapse of empires had changed all politicians’ outlooks. The 1920s were dominated by strife with the Vatican and US laissez-faire policy but also pragmatic US-Mexican border relations steered by President Abelardo Rodriguez. During the Great Depression, Mexico attempted to avoid importing food. US artists, tourists, and Europeans were inspired by Mexico’s murals and social justice movements for peasants. After 1934 Lazaro Cardenas steered these policies to the left; in 1938 he expropriated US, British, and Dutch-owned oil companies as well as US agrarian property. After 1940 government technocrats under Ávila Camacho turned the country toward exploiting the Allies’ economic war needs. World War II found Mexico on the side of the Allies, as expressed in unprecedented security, economic, and military cooperation. The Mexican air force flew missions in the Philippines. This US-Mexican rapprochement and its architects were replaced after 1943, and the rise of the Cold War changed international linkages once again.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.045 | 0.001 |
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".