Migrant Clinics and Hookworm Science: Peripheral Origins of International Health, 1840–1920
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
This article proposes a global history of hookworm disease based on the main scientific publications on hookworm disease (ankylostomiasis) in the late nineteenth and early twentieth centuries and archival sources from the Rockefeller Foundation's International Health Board. The location of hookworm research is explained by the presence of large concentrations of migrant laborers who suffered from serious hookworm disease in frontier regions during the second industrial revolution. This hookworm disease pandemic was not the result of a linear spread of infection. The extraordinary labor conditions in these regions created ideal ecologies for the reproduction of the parasite, leading to levels of infection that produced ankylostomiasis. The major findings in hookworm science came from research-oriented physicians building new institutions of medical science in peripheral nation-states. In a number of Latin American states their work led to treatment programs conceived in national terms that preceded the interest of Rockefeller philanthropy in the disease. The Rockefeller Foundation incorporated these programs in order to launch its International Health hookworm eradication program in 1914.
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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 | 0.000 |
| 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 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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