Healthcare before Welfare States: Hospitals in Early Twentieth Century England and France
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
Following the. Second World War, many west European nations developed welfare states to enhance the health and security of their populations, but the systems that were created differed significantly in form and function. This article will provide a comparative overview of the development of hospital services in urban England and France in the first forty years of the 20th century using evidence from two case study cities to enhance our understanding of how these welfare systems developed. It will consider the structure of the two hospital systems; governance and accountability; institutional finance; patients; and the role of the central and local state to argue that the maintenance of two separate providers and the exclusion of hospitals from state health insurance in England prompted a different set of responses to the delivery of hospital care compared to what was found in the unified and increasingly state-funded French system.
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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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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