“Charging” and “Blowing Out”: Patterns and Cultures of GHB Use in Melbourne, Australia
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
Recent increases in the use of gamma hydroxybutyrate (GHB) in club and rave settings have been associated with a series of acute health problems including overdose. Drawing upon research recently completed in Melbourne, Australia among a sample of young club and rave patrons, this article explores the knowledge, attitudes and related “risk-behaviors” of individuals who use GHB, as well as the various cultures and contexts surrounding its use. A mixed quantitative and qualitative research design was utilized, comprising a detailed survey (N=923) and semistructured interviews (N=24). Almost all survey respondents reported to have consumed illicit drugs in the past, with around half reporting “lifetime” use of GHB. A quarter reported using GHB in the past year. GHB related harms were widely reported with 22% of GHB users reporting to have overdosed on the drug at least once. The article closes with recommendations for GHB specific prevention and harm reduction strategies.
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) | 0.001 | 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 | 0.001 |
| 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