Just Places and Paths: Equitable Transit-Oriented Development in Vancouver, Washington
Bibliographic record
Abstract
The Southwest Washington Equity Coalition (SWEC) has been actively engaged in multiple efforts to uplift BIPOC communities in the City of Vancouver and Clark County. SWEC has partnered with Rhododendron Planning for a project to develop a toolkit to guide future Equitable Transit-Oriented Development (ETOD) that considers the specific needs and desires of BIPOC communities, which can be used for current and future policy initiatives. This work comes at a time of escalating development, inward migration, and diversification, putting pressure on present and burgeoning BIPOC communities. Between 2010 and 2020, the population of BIPOC communities living in Vancouver, Washington, has increased by 64%.The Report discusses the defining characteristics of two focus areas, comprising Fruit Valley and parts of Fourth Plain, that have been identified to empower BIPOC communities through the co-creation of policy recommendations for the upcoming Comprehensive Plan Update and beyond.
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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 | 0.001 | 0.002 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| 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".