Locating Socail Support for Young LGBTQ Cancer Survivors in Edmonton & Northern Alberta
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
This study examined the social support resources that are available for young adult LGBTQ cancer survivors in Edmonton and Northern Alberta. A search was conducted for both cancer-related LGBTQ support and general LGBTQ social support. The appropriate sources were located, examined, and categorized according to type and location. The results of the search revealed 20 sources of social support for young LGBTQ adults within Edmonton and Northern Alberta. Only 5 of the sources located were specifically related to cancer all of which were online sources of support. Four of these organizations were located outside of Canada. These results indicate a significant need for LGBTQ cancer related support, both within Alberta and throughout Canada. The findings also revealed a need for more LGBTQ community based organizations in Northern Alberta, as only two towns had such supports in place. Discipline: Sociology Faculty Mentor: Dr. Diane Symbaluk
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 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