Later Life Care Planning and Concerns of Transgender Older Adults in Canada
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
While the particular health-care concerns of transgender people have been documented and transgender aging is an emerging area of scholarship, little is known about planning for later and end-of-life care among transgender older adults. As part of a larger project, focus groups and interviews were conducted with 24 transgender older adults (average age 70 years) living in five cities in Canada exploring their concerns and explicit plans for later life care. Three primary themes emerged: (a) “dealing with the day-to-day” reflecting economic precarity and transitioning in later life, (b) fractures and support within family and community, and (c) “there’s a huge gap between principle and practice” reflecting mixed experiences and perceptions of health-care services. These themes suggest that effective promotion of care planning among older transgender persons requires an appreciation of the daily exigencies of their lives and the extent and nature of social support available to them.
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