From the Ground Up: The Alpine and Cross-Country Sportscapes of Gatineau Park, 1910-1967
Bibliographic record
Abstract
Between 1910 and 1967 the Kingsmere-Camp Fortune area of Gatineau Park evolved from a permeable space of recreational trails and farm roads into two distinct sportscapes produced by the spatial requirements of alpine and cross-country skiing.This thesis examines how people interacted with the recreational landscape through sport, drawing upon Eichberg's 'body culture trialectic' and using the trail network as an experiential archive of sports geography.It describes how the homogeneous ski culture diverged as the meteoric rise in popularity of lift-assisted hill skiing concentrated the development of alpine ski infrastructure at Camp Fortune, creating a modern ski hill and monocultural sportscape there, while leaving the cross country community to develop a network of trails suited to the discipline's unique spatial needs.The thesis concludes that the National Capital Commission should recognize the history of the network of ski trails and hills developed by the Ottawa Ski Club.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.004 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".