Bibliographic record
Abstract
Abstract Little examined, Uruguay’s public health trajectory offers an important window on the country’s larger societal dynamics and the possibilities and limits of public health across Latin America. On one hand, Uruguay lagged behind public health efforts and overall institutionalization compared to other countries in the region, through much of the 19th century. On the other hand, tiny Uruguay became highly engaged with international health, medical, and social policy developments, and it modernized, urbanized, and secularized early, with important implications for health and welfare state-building, epitomized in early 20th-century Batllismo. Still, the country’s economic, epidemic, demographic, social, and political vicissitudes meant that public health efforts, too, oscillated between fulfilling aspirations for an up-to-date and far-reaching hygienic apparatus and seeing these expectations dashed during economic downturns, periods of political repression, and when health successes seemingly turned into failures, as with its prolonged infant mortality stagnation. Uruguay also moved from being an importer of public health models and practices, especially from Europe, to exporting its own innovative approaches, as per its internationally renowned rights-based approach to improving child health, embodied in its 1934 Children’s Code and diffused via the pathbreaking Montevideo-based children’s protection institute. Also sui generis were the multiplicity of roles played by the country’s minuscule pool of public health experts, who served at one and the same time as epidemiological observers, institutional leaders, clinicians, and policy elites, making their impact and interactions both fruitful and fraught. The article traces Uruguay’s public health history across three eras, revealing the untold stories and ups and downs of a small but significant public health actor.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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".