Issues of Climate Change and Water Resources in Peninsular Malaysia: The Case of North Kedah
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
The increasing human demand for water makes “urban water” an issue: water resources and services, including public water supply, availability of water resources, and future water projections. The northern region of Malaysia's Kedah State has suffered from an extremely serious water deficiency for decades. Aside from the physical dimension of climate change, unlimited industrial enlargement, extensive agricultural irrigation, and the continuing improvement of living standards constitute the main factors in the human dimension that influence the changing balance between water supply and demand. This research note focuses on research carried out in the Kubang Pasu and Padang Terap regions with the aim of obtaining clear information on the availability of potential water resources. Current water resource conditions and future water-supply projections are discussed in the context of water supply and demand characteristics. The resulting demand/supply schemes may be useful in forecasting water demand in the are...
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it