"Cansancio" y Nación: el combate precoz de los salubristas costarricenses contra la anquilostomiasis
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
The article discusses medical research and public health programs on hookworm disease in Costa Rica in the late nineteenth and early twentieth centuries. Between 1908 and 1914 Costa Rican hookworm specialists proposed that hookworm disease ("cansancio" in popular parlance) was a generalized problem throughout the rural sectors, and not particular to any region or racial group. This allowed them to give their authochthonous hookworm campaign a national scope and to introduce the rural popular sectors to notions of bacteriology and hygiene. The Costa Rican experience with hookworm disease pre-dated the Rockefeller Foundation's better known global hookworm eradication program, and led to the reorientation of the Rockefeller mission when it set up in Costa Rica in 1914 to a broader public health agenda built around programs of school hygiene.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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