“A “Canadian Bethesda”: Reading Banff as a Health Resort, 1883-1902
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
When two railway workers discovered Banff’s hot springs in 1885, an isolated mountain siding quickly became the object of national and international interest. This paper highlights a hitherto neglected factor in the creation of Canada’s first national park: the rich nineteenth-century health theories and philosophies, particularly medical geography, that invested the springs and the surrounding environment with salutary properties and drove Banff’s early development as a health and pleasure resort. Before the conservation movement took a firm hold of the national park mandate, the region’s physical, psychological, and moral health benefits were the focus. The curative mineral springs, pure air, and ennobling scenery intrigued a financially struggling government, a powerful railway company, and work-weary urbanites alike, and the vision of a luxury hotel and bathing resort soon expanded to a vast and healthful adventure playground. Banff was at once a region to be civilized and developed into a modern resort, and a natural antidote to the evils of modern life. Canada’s national park system originated in the popular and profitable association between health and the natural environment; medical and environmental histories are inextricably linked in the study of Banff’s first two decades.
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 | 0.013 | 0.005 |
| Scholarly communication | 0.007 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it