“Still I See a Vast Advantage Here”: The Challenges and Strategies of a Colonial Doctor in 19<sup>th</sup>-Century Guelph, 1834–58
Bibliographic record
Abstract
In 1834, Dr. Henry Orton immigrated to Guelph, seeking to escape the English class system and attracted by the prospect of land ownership. The analysis of his letters and memoirs offers a rich trove of information about the strategies he pursued to survive in his new home. Joining the scholarly literature based on the analysis of medical casebooks, diaries, and letters, this study seeks to increase understanding of how colonial practitioners made a living. In common with other doctors, Orton describes gruelling work providing poorly paid medical services, competition by alternative practitioners, and seeking financial remuneration through land transactions. Relying on funds from family members in England, he details his partnership in a medical practice, commercial investments, and using his connections as a property owner to obtain paid political and civic offices. In the process, assisted by the emerging liberalism of his adopted country, Henry Orton reveals his contribution to Guelph's development as a middle-class community.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.046 | 0.041 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.008 |
| Research integrity | 0.004 | 0.009 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".