Designing Homes for Seniors:The ‘Ins’ and ‘Outs’ of an Affordable Housing Project in Western Canada
Bibliographic record
Abstract
Aging in place, at home and in familiar community surroundings, is important for maintaining wellbeing in later life. However, aging in place may not always consist of positive experiences for some older adults. For example, forced relocation, a byproduct of some neighbourhood redevelopments can impede aging in the right place. If seniors are to be supported well, then developing age-friendly communities as a part of neighbourhood regeneration initiatives requires careful consideration of affordability, access to social support and resources, and opportunities for social engagement, especially in communities characterized by diverse cultural groups. This article provides an overview of the redevelopment process highlighting the logistical details and built features an of affordable seniors’ redevelopment initiative in Western Canada. The main focus is to provide audiences with an understanding of the practical aspects of the project including: building and land planning, negotiations with multiple stakeholders, application and engagement process with tenants, decision-making for key building design features as well as key research and evaluation components.
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.
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 | 0.002 | 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 | 0.001 | 0.002 |
| 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".