“You Could Tell I Said the Wrong Things”: Constructions of Sexual Identity Among Older Gay Men in Healthcare Settings
Bibliographic record
Abstract
Older gay men commonly conceal their sexual identity in healthcare settings due to past experiences and expectations of encountering stigma and discrimination in these contexts. Although insights on how older gay men construct their sexual identity in healthcare may help contextualize this phenomenon, this question remains under-explored. Accordingly, we present the findings of a secondary grounded theory analysis of individual interview data, which we originally collected to examine the healthcare experiences of 27 gay men ages 50 and over, to explore constructions of sexual identity among the group. Our findings broadly reveal that older gay men's varying exposure to intersecting systems of oppression, together with their perceptions of different healthcare settings, may be critical in shaping their constructions of sexual identity in these contexts. Our research supports the need for healthcare policies and practices that address stigma and discrimination as salient barriers to sexual identity disclosure among older gay men.
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How this classification was reachedexpand
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 | 0.021 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".