Shaping Vancouver Series 2018: Contested Places | The Complexity of Places: The Heather Street Lands
Bibliographic record
Abstract
\nHeritage sites very often are much more intricate places than we may realize. In order for them to be appreciated, educational, positively experienced, and inspirational we need to effectively plan for and manage the multiple ways a place is significant to different groups of people.\n\nThe Heather Street Lands is a 21-acre parcel of land, located between 33rd Ave and 37th Ave, intersecting with Heather Street. It is co-owned by the MST Partnership, made up of the Musqueam Indian Band, the Squamish Nation and Tsleil-Waututh Nation, and the Canada Lands Company, a federal corporation that aims to incorporate former Government of Canada sites into the community. This site has different meanings to various groups and organizations around the city. There are many differing values present — cultural, social, historical, architectural, natural, economic — which span the physical and the intangible. There is also a painful history embedded here for First Nations people, with some representatives having requested the removal of a building on this site as a form of reconciliation.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.022 | 0.008 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.060 | 0.005 |
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".