COVID-19: B40 HOUSEHOLD’S FINANCIAL AND CONSUMPTION DURING THE IMPLEMENTATION OF MOVEMENT CONTROL ORDER (MCO)
Bibliographic record
Abstract
The outbreak of COVID-19 caused the Malaysian Government to take steps to implement the Movement Control Order (MCO). According to Bank Negara Malaysia, the implementation of MCO will have an impact on national incomes, with Malaysia’s estimated economic growth in 2020. The effect of MCO not only affects the macro level, but also at the micro level, particularly those groups of households with the lowest income of 40%. (B40). The B40 income group is a group of households that are expected to face high economic risk and directly affect their patterns of consumption during the implementation of the MCO. This study contributes to the empiric study related to COVID-19 and the implementation of MCO in the B40 group. This study analysed the pattern of financial and consumption of B40 households in Malaysia during the implementation of MCO. The findings show that the financial situation of the B40 household has changed the patterns of daily consumption following the implementation of the MCO.
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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 | 0.000 | 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 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".