Doctors on Record: Uruguay's Infant Mortality Stagnation and Its Remedies, 1895–1945
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
Circa 1900 Uruguayan medical authorities prided themselves on their country's health achievement: the lowest recorded infant mortality rate in Latin America and one of the lowest rates in the world. Over the next three decades, however, these doctors' pride suffered blow after blow as Uruguay's infant mortality stagnated at roughly the same 1900 rate, while other countries experienced sustained mortality declines. Even more frustrating was the apparent inadequacy of the measures that physicians themselves had advocated and implemented. This paper explores Uruguay's infant mortality dynamics during the first half of the twentieth century through the observations, acerbic debates, analyses, policy-making, and administrative perspectives of the country's pediatricians and public health experts. Only after infant health began to be addressed as an integral part of Uruguay's burgeoning welfare state in the 1930s did infant mortality rates start to decline once again.
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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