Mapping Urban Space: Governmentality and Cartographic Struggles in Inner City Vancouver
Bibliographic record
Abstract
This chapter attempts to clarify why maps have been so important to community politics in inner-city Vancouver. Community activists vowed not to participate in a number of planning exercises targeted at the area, thus invalidating the entire process, until the maps were redrawn. The formation of the community centre in which the May meeting was held, as well as the community spaces which the maps sought to represent, evidenced a respatialization of government that has been unfolding throughout North America since at least the late 1960s. The remapping of &s;skid road&s; was both a tool and an event in the conflicts through which communitized forms of urban government crystallized in Vancouver. The complexities of competition and negotiation between and among the various participants, including civic staff, were virtually erased by the apparent objectivity of the mapping process.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.009 |
| Science and technology studies | 0.019 | 0.010 |
| Scholarly communication | 0.016 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 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".