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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".