Primary Care for Transgender Individuals: A Review of the Literature Reflecting a Canadian Perspective
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
Literature related to transgender health in adults has focused on definitions, hormone therapy, and transgender-sensitive care provision. Further understanding is needed on the delivery of primary care for transgender adults. The aim of this review was to understand the primary-care needs and access to health care services for transgender adults in Canada. A state-of-the-art literature review was conducted. Thirteen research studies were included. There is limited literature on the delivery of primary care for transgender adults, particularly in Canada. Health care issues and access to care have been explored. However, there remains minimal Canadian content on primary-care delivery for transgender adults. Additional studies are needed to understand transgender primary-care needs in Canada. Further understanding can reduce the invisibility and disparities experienced by transgender individuals. With better understanding of transgender primary health care issues, primary-care practitioners can advocate for the heath needs of their patients and improve care delivery.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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