An Application of Autism-responsive Landscape Design in Commercial Plaza Space
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Contemporary urban landscape design, prioritizes a generalized population, overlooking families and children with autism. Outdoor commercial landscapes in particular are regularly visited but fail to account for the diverse needs of visitors. The aim of this study is to explore and evaluate landscape design strategies for outdoor commercial landscapes that minimize environmental barriers and support diverse needs of children with autism and their families. Following an analysis and synthesis of autism-focused design guideline, a case study of a commercial plaza in Guelph, Ontario was used to assess the design guideline application. Findings showed that there are several issues that need to be addressed in an outdoor commercial environment, including safety risks, sensory stimulation, and lack of legible environment. Finally, this study provides critical reflection for landscape and urban designers to improve outdoor commercial environments in the future to make them more suitable for families and children with autism.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it