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
<JATS1:p>Alcohol and drugs play a significant role in society, regardless of socioeconomic class. This encyclopedia looks at the history of all drugs in North America, including alcohol, tobacco, prescription drugs, cannabis, cocaine, heroin, methamphetamine, and even chocolate and caffeinated drinks.</JATS1:p> <JATS1:p>This two-volume encyclopedia provides accessibly written coverage on a wide range of topics, covering substances ranging from whiskey to peyote as well as related topics such as Mexican drug trafficking and societal effects caused by specific drugs. The entries also supply an excellent overview of the history of temperance movements in Canada and the United States; trends in alcohol consumption, its production, and its role in the economy; as well as alcohol's and drugs' roles in shaping national discourse, the creation of organizations for treatment and study, and legal responses.</JATS1:p> <JATS1:p>This resource includes primary documents and a bibliography offering important books, articles, and Internet sources related to the topic.</JATS1:p>
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) | 0.001 | 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