The problem of milk in the nineteenth-century Ontario cheese industry: an envirotechnical approach to business history
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 analyses Ontario’s export-oriented cheese industry and its challenges in the second half of the nineteenth century using an ‘envirotechnical’ approach. The reorganisation of cheese production from farms to rural factories in the 1860s increased opportunities for spoilage and adulteration of milk at the same time that it made detecting and managing the same more difficult, which compelled the provincial dairymen’s associations to develop quasi-managerial roles to contend with these unanticipated challenges. The ‘problem of milk’ highlights the extent to which the rural cheese industry was an ecological and envirotechnical process rather than an entity separate from the non-human world. Ultimately this case study offers one model for combining environmental and business histories at a scale beyond the individual firm while also highlighting the relevance of the local in the development of the global food system in the late-nineteenth century.
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 | 0.001 | 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 | 0.001 | 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