Analysis of the Factors Causing Bullying Behaviour of Class XI Students at MAN Singkawang
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
<p><em>This study aims to describe the factors that cause</em> <em>bullying behaviour of class XI students at MAN Singkawang. The research used is qualitative. The research subjects used were 13 people. The method used was the interview with sampling, the data source was purposive. Collection technique with triangulation. The results of this study indicated that factors causing bullying behaviour: (a) family factors were caused by a less harmonious family, incomplete (parents die or get divorced), communication between parents and children was not smooth, and unfair parenting; (b) the peer factor due to the excessive intensity of communication between peers allowed for the desire to bully at the instigation of their friends, so that they were considered to have full authority over their group; (c) the mass media factor, often excessive online gameplay and even more so the misuse of social media.</em></p>
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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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.001 |
| 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