Bully Phenomenon toward the Apparance of Violence in Educational Institutions (A Case Study in North Aceh)
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
This study aims at determining bully phenomenon among teenagers who bring impacts of violence in educational institutions, and how to eliminate it among teens when the existence of educational institution away from all forms of violence in North Aceh. Qualitative research methodology was used. Data was collected through observation and interview techniques. A descriptive qualitative analysis were used. Data checking was done by triangulation of sources, techniques, and timing.The results showed that bullying phenomenon among teens had the impact on violence in educational institutions, especially in a school environment where oppression and squash be a familiar sight. Initially, it was only at the level of ridicule, and then it developed into acts of repression, threats, and physical violence. To eliminate these, it should give guidance, advice, examples from the school, and enrich Islamic knowledge agains bullying.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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