Seeing without sight: Designing a transit hub that aids in independent navigational strategies for the vision impaired
Bibliographic record
Abstract
This practicum outlines a conceptual design proposal for a mobility hub located in the existing Union Station terminal in Winnipeg, Manitoba. The investigation creates a framework for the importance of designing for multiple abilities in regard to users with a visual impairment and incorporates a study of theory and strategies that accommodate the independence and wellbeing of these individuals. The practicum uses four lenses of research and analysis to help design layers of sensorial information that act as tools for independent navigation and wayfinding for people with a visual impairment. These lenses include critical theories centered around narratology and perception, research on existing design conditions for people with a visual impairment, personal explorations, and an understanding of the building history of Union Station. The design will be an engaging, multi-sensorial experience of continuous networks and paths that act as a personal extension of the body to the built environment. The design will also offer options and choices that depend on the user’s needs.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.005 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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".