Malaysian Street Rally: A Threat to the Nation or Human Security
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
Aim: Rally or street demonstration is not considered a new phenomenon in Malaysia. Organising rallies or street protests are often associated with the crime act of public order that can jeopardise national security. Methodology: The issue of street demonstrations can also be viewed from the context of the clash between national security and human security regime. Results: This paper will take an academic approach to discuss more objectively on street rally from four main perspectives, namely: i) Street Rally from The Perspectives Of Law And Security ii) Human Rights And Civil Demands; And iii) Public Reactions And It’s Implication In The Political, Economic, And Social Aspects. Conclusion: Based Interview and literature reviews, this paper will conclude a comprehensive analysis about the street demonstrations by focusing on aspects of human security and ways to deal with this phenomenon in the context of nation building in Malaysia. Originality/Value: this study was conducted for Organising rallies or street protests are often associated with the crime act of public order that can jeopardise national security
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| 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