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 article examines particular features of the bottom level of the U.K. cannabis market and the overlap between supply–supplier and use–user within that market. An Internet survey was completed by 464 adult regular cannabis users residing in the United Kingdom. Results indicate that over a quarter of the sample had bought large amounts (9 ounces [252 g] or more) of cannabis at one time, a third had been involved in selling cannabis for profit and over two fifths had been involved in intentionally taking cannabis across internal European Union borders. These findings are discussed in relation to both Parker, Aldridge, and Measham’s (1998) thesis of normalization and South’s (1999) theory of the “everyday” nature of drug taking. We suggest that the boundaries between users and suppliers within the U.K. cannabis market are far from clear, and that attempts to conceptually separate these behaviors, whether for legal, policy or academic purposes, are therefore problematic.
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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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