Bibliographic record
Abstract
In the article the theory of social anomy and deviant behavior is applied to analyze the spread of drug addiction among young people. Authors note the influence of the transformation of social institutions in Russia on the growth of narcotization. In the country since the 1990s there is a gap between socially approved goals and socially approved means of achieving them. These abrupt changes in the Russian society lead to increase of anomy. Unstable social life complicates the formation of moral values, adequate perspectives in life goals, which leads to higher deviations, including drug abuse. The theoretical part is supplied with a sociological research of the drug situation in the Tyumen Region, held in 2013. The results showed that a quarter of respondents came across the problem of drug addiction, 2% used drugs themselves. Furthermore, young people are more informed about all studied aspects of the problem, than the older generation.
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How this classification was reachedexpand
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 | 0.009 | 0.004 |
| Meta-epidemiology (narrow) | 0.005 | 0.006 |
| Meta-epidemiology (broad) | 0.006 | 0.004 |
| Bibliometrics | 0.002 | 0.007 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.007 | 0.003 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.016 | 0.027 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".