The Great Epizootic of 1872–73: Networks of Animal Disease in North American Urban Environments
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
This article examines the outbreak of an unknown illness (later thought to be equine influenza) among the horses of Toronto and its subsequent spread as a continent-wide panzootic. Known as the Great Epizootic, the illness infected horses in nearly every major urban center in Canada and the United States over a 50-week period beginning in late September 1872. The Great Epizootic not only illustrated the centrality of horses to the functioning of nineteenth-century North American cities, but it also demonstrated that these cities generated ecological conditions and a networked disease pool capable of supporting the rapid spread of animal disease on a continental scale in localities from widely divergent geographies. This article invites environmental historians to broaden their view of cities to consider the ways in which networked urbanization produced forms of historical biotic homogenization that could result in the rapid and widespread outbreak of disease.
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 | 0.000 | 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