Measures to mitigate Covid-19 in the Dewan Rakyat (House of Representatives) of Malaysia: implications to parliamentary privileges
Bibliographic record
Abstract
The surge of Covid-19 cases worldwide has had its impact on how every institution discharges its functions, including the legislature. Governments, under the pretext of containing the spread of the virus, have paralysed parliament and incapacitated it from performing its duties, particularly its oversight function. This article explores the extent to which the standard operating procedures (SOP) for Covid-19 in the Dewan Rakyat (House of Representatives) of Malaysia should be permitted under the Federal Constitution of Malaysia on parliamentary procedure. Despite attempts to restrict parliament in many countries, legislatures such as in Canada, Australia and Brazil have demonstrated their ability to adapt and move progressively to minimise disruptions that the pandemic might cause toparliament. Taken together, legislatures’ responses in times of Covid-19 offer an interesting impression of parliamentary privileges while also raise an important question of the role of parliament in representing people and checking the government actions.
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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 | 0.012 | 0.027 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.008 | 0.005 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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".