Epidemiology and Health Care Reform: The National Health Survey of 1935-1936
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 National Health Survey undertaken in 1935 and 1936 was the largest morbidity survey until that time. It was also the first national survey to focus on chronic disease and disability. The decision to conduct a survey of this magnitude was part of the larger strategy to reform health care in the United States. The focus on morbidity allowed reformers to argue that the health status of Americans was poor, despite falling mortality rates that suggested the opposite. The focus on chronic disease morbidity proved to be an especially effective way of demonstrating the poor health of the population and the strong links between poverty and illness. The survey, undertaken by a small group of reform-minded epidemiologists led by Edgar Sydenstricker, was made possible by the close interaction during the Depression of agencies and actors in the public health and social welfare sectors, a collaboration which produced new ways of thinking about disease burdens.
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 | 0.045 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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