Nature's Past Episode 018: Local and Regional Parks
Bibliographic record
Abstract
The provincial government of British Columbia describes Desolation Sound Marine Provincial Park as a “yachter’s paradise” located at the confluence of the Malaspina Inlet and Homfray Channel just north of the town of Power River. The calm, warm waters of Desolation Sound are a popular destination for boating tourists, swimmers, and scuba divers. Most visitors to this marine provincial park, however, are largely unaware of the interconnections between this park and the province’s history of colonization and the displacement of the region’s Aboriginal population. \n \nOn this episode of the podcast we interview Jonathan Clapperton, a history doctoral candidate from the University of Saskatchewan, about his research on the history of the relationship between Desolation Sound Marine Provincial Park and the local Sliammon First Nation. \n \nAlso, we continue the conversation about local and regional parks by speaking with participants from the recent NiCHE-sponsored symposium, Historical and Global Perspectives on Provincial and Local/Regional Parks.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.018 | 0.002 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.056 | 0.004 |
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".