Social participation of the older sexual minority population: CLSA data
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
Despite the growing ageing population in Canada, limited efforts have been made to understand the role of ageing in sexual minority research. The term sexual minority refers to people that do not identify as heterosexual regarding their sexual orientation. In order to examine the role of social factors in sexual minority ageing, the study utilised the Canadian Longitudinal Study on Aging (CLSA) baseline data to compare social participation rates between different sexual orientation groups by using the analysis of variance. Findings from the study indicate that social participation levels differ by sexual orientation in both ageing males and females. The results of this study suggest that social participation is an important construct for studies that explore the ageing process of sexual minority populations. In particular, this study’s results related to the lack of social participation in venues such as sports and religious activities points to potential areas of exploration for developing strategies to foster more inclusive environments in order to increase social engagements.
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