Swatting Flies for Health: Children and Tuberculosis in Early Twentieth-Century Montreal
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
Responding to an appeal by city physicians and health reformers to destroy a prodigious disease carrier, the housefly, the Montreal Daily Star launched an island-wide contest infuly 1912, offering prizes to children who collected the most dead flies. Nearly a thousand children, largely from working-class families, participated in a three-week-long "Swat the Fly" competition. Engaging Montreal children in this contest underscores a popular idea at the time that the best way to improve public health and combat the ignorance of a generation was to arm a new one with knowledge. While historians recognize that children’s participation in campaigns to promote public health measures was pivotal to their success, youngsters are often rendered as passive recipients of reformers’ efforts. We argue the contrary: children were active agents in public health crusades both as consumers and as advocates.
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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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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