Weaving a connection: retirement community for LGBTQ older adults
Bibliographic record
Abstract
This Master of Interior Design practicum focuses on developing an understanding of the unique and diverse design needs of Lesbian, Gay, Bisexual, Transgender and Queer (LGBTQ+) older adults. The existing body of research in LGBTQ+ rights and gerontological design indicates that the generation currently retiring aspire to be independent for as long as possible and would like for their individual identity to be respected. With this practicum I hope to contribute to the work that is already being done for the care of 2SLGBTQ+ elders to provide Winnipeg, Manitoba with an inclusive, safe, and accessible environment. LGBTQ+ research emphasises that community connection and access to inclusive healthcare is critical to the health and well-being of LGBTQ+ elders. The practicum design intention is to create a housing complex with graduated levels of care that actively promotes partners living out their lives together and offers an environment that encourages community interaction.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.011 | 0.002 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.024 | 0.005 |
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".