“Political Volcano” in 12th Malaysian General Election: Makkal Sakhti (People Power) Against Communal Politics, “3Cs” and Marginalization of Malaysian Indian
Bibliographic record
Abstract
Malaysian politic has been overwhelmingly dominated by the ruling Barisan Nasional coalition since 1969. In the 12th Malaysian General Election, the ruling coalition suffered a shocking moral defeat. This paper argue that the 12th Malaysian General Election is metaphorically a political volcano eruption, witnessing the rise of People Power against suppression of dissatisfactions over communal politics, deteriorating social-economic conditions (dubbed the “3Cs” factors) and continues marginalization of Indian community in Malaysia. Aspects of communal politics include (1) the issues of NEP, Ketuanan Melayu, racism and “second-class citizen” treatment to the Malaysian non-bumiputera, and (2) the issues of UMNO-putra politicizing the NEP and Malay poverty. The “3Cs” refers to dissatisfaction over increasing (1) cost of living, (2) crime and (3) corruption, taking the first letter of each to form the acronym. Meanwhile, the revolution by the Hindu Rights Action Force (Hindraf) highlighted the marginalization of Indian. Indeed, the Hindraf revolution popularized the Makkal Sakhti that means “People Power” in Tamil.
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How this classification was reachedexpand
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 | 0.000 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".