Juvenile Offenders: Reasons and Characteristics of Criminal Behavior
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
The article examines the phenomenon of “juvenile delinquency”, assesses its actual state and establishes the tendencies of its manifestations. Juvenile delinquency in Ukraine as a part of crime in a broad sense arises and develops under the influence of certain determinants. The study of the causes and conditions of juvenile delinquency remains relevant today, which indicates the special danger of this kind of crime for the development of society. The purpose of the article is to study the state of the problem in Ukraine and the experience of other countries in minimising the criminal behaviour of minors in the process of property and non-property relations. The leading approach that was used when writing the article is the comparison and analysis of modern materials on the problems of criminal behaviour of criminals who have not reached the age of majority. As a result, it was possible to identify the social characteristics of juvenile criminals and the reasons for their criminal behaviour. Considerable attention is paid to the factors influencing the commission of crimes: a dysfunctional family, shortcomings of the educational process, the problem of alcohol and drug use by minors. In addition, some directions for the prevention of juvenile delinquency were developed. The applied value is the ability to change legislation in terms of work and correction of minor criminals’ behaviour.
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 | 0.001 |
| 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 | 0.000 |
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