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
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.
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.000 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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