Nepilnamečių smurtas Lietuvoje: raiška, priežastys ir prevencija
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
In the article agression and auto-agression of juveniles are considered. The most serious criminal forms of agression against the person are premeditated murders and attempts, intentional serious bodily injures and rapes and attempts. Criminal responsibility for these serious crimes starts already at 14 years age. Within the entire post-war period prior to 1988, juveniles commited on average five premeditated murders (including attempts) each year, intentional serious bodily injures – nine or eight and less and a quarter of the total number of registered rapes in Lithuania. In general, the violent crimes accounted for 1,5 percent of juvenile delinquency. Within the past decade, juveniles commited annually on average 21 premeditated murders (four times more than within the previous period); 14 intentional serious bodily injures (1,5 times more than within the previous period) and 26 rapes (that is approximately the same number or less than the average number within the previous period). Within the past eleven-year period (from 1989 till 1999) the number of these who committed suicide was more than double number of murdered children and juveniles under the age of 20 years.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.024 | 0.011 |
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