Expertise, Health, and Popular Opinion: Debating Water Fluoridation, 1945–80
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
Historians have often painted the 1950s and early 1960s as a time of technological optimism, faith in science and medicine, and belief in experts. In fact, there was more anxiety about medical and scientific progress than has often been acknowledged. This anxiety was perhaps most strongly expressed in one of the most hotly debated issues of the day – water fluoridation. Fluoridation referendums can tell us much about how voters responded to the voices of organized medicine and its critics. Doctors and dentists claimed that water fluoridation was perfectly safe and that it would dramatically reduce the incidence of tooth decay, and yet Canadians repeatedly voted against fluoridation in municipal referendums. There is little question that the 1950s and 1960s marked a high point in scientific optimism and faith in experts, but even then there were cracks in the facade. As with the concern over nuclear fallout and ddt, there was fear about where technology might lead us, concern that doctors and dentists might be influenced by large corporations, and worries that further research would show that there were dangers not yet known. In examining these issues, this article adds to a growing body of literature that no longer sees a significant break between the “conservative” 1950s and the “radical” 1960s, and instead suggests that there is more continuity between these periods than has often been acknowledged.
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 | 0.000 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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