Malaysian Street Rally: A Threat to the Nation or Human Security
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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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.003 | 0.006 |
| Scholarly communication | 0.004 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".