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
DELINQUENCY IN THE MIDDLE CLASS : A GROUP CULTURE OF COMMITTED DRUG USERS As a first step, this monograph evaluated the literature dealing with middle class delinquency. We were interested in the traditional forms of delinquency — agression, theft, etc., but in new forms as well : the hippie movement and student protest. Our second step was the study of a group culture of young adults, users of the minor drugs, hallucinogenics and psychedelics. This empiric study of the drug phenomenon in the middle class was accomplished by participant observation. The object of analyzing the group culture was to show how the consumption and distribution of drugs condition the structural and cultural aspects of life among a group of drug users. The results showed that the drug consumers studied were not social failures, and that their only consistent manifestation of maladjustment lay in their use of drugs. The group studied was a quasi-group whose activities consisted of sitting around and taking drugs with a background of silence or music. Culturally, much more of a vacuum was to be observed than adherence to an ideological, counter-cultural .— or rather, para-cultural .— support. The most interesting result was the demonstration of the direct relationship between drugs (consumption and/or distribution) and the structural and cultural aspects of the group studied. To interpret this drug phenomenon in the middle class, we advanced a paradigm consisting of four fields of importance : mass society that is alienating and anomic, the place of youth in society, the tolerance toward deviance, and the aimlessness of leisure time. On the basis of these areas of importance, the drug phenomenon exists because of the drift of youth between conformity and deviance.
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) | 0.000 | 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) | 0.001 | 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