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
The reasons gay men seek out gay travel destinations has been well established in the literature. However, less research has been published on the consequences of that travel on the destinations themselves and the effect of gay tourism on the LGBTQ+ community as a whole. I use ethnographic research in Puerto Vallarta, Mexico, a popular international gay tourist destinations for American and Canadian gay men. I focus on how gay destinations are constructed as sites where members of the gay community can experience acceptance and inclusion and I ask the following questions, is this acceptance and inclusion dependent upon consumption? Are the tourist site and expectations for behavior in those sites oppressively normal? That is, does the site create a normative standard of behavior for gay tourists? Furthermore, while gay tourists may experience inclusion and a level of acceptance, how does gay tourism affect the destination site itself? Is this acceptance and inclusion problematized by larger systems of inequality such as class, gender, and race? Lastly, as members of a historically oppressed group, does and should gay tourism rise above its commodification to produce just, equitable relationships within and beyond the LGBTQ+ community including the environment?
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 | 0.001 | 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 | 0.001 | 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) | 0.001 | 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 it