PERWUJUDAN KEADILAN RESTORATIF DALAM SISTEM PERADILAN PIDANA ANAK MELALUI DIVERSI
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
Every year, children in conflict with the law increases so it is needed to handle an alternative in the way to enforce restorative justice. Bill Number 11 0f 2012 concerning Juvinele Justice System which is accomodated to handle Juvenile Deliquency for diversion. This regulation defines diversion is the transfer of the settlement of the child to the criminal justice process outside the criminal justice process. Diversion obligates to be done by officers started from police investigator, public prosecutor until judge. The important of handling of diversion process for children in conflict with the law needed a commitment for every single officers to apply diversion process. On the other hand, education and training should be given to every officers especially police investigator, public prosecutor even judge relates handling children in conflict with the law.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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