Land-Use Change and Climate-Change Patterns of the Cameron Highlands, Pahang, Malaysia
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 study area is located in the southern part of the Cameron Highlands region of Malaysia, at longitude 101°20′ to 101°35′ E and latitude 4°19′ to 4°31′ N. This study was conducted to determine land-use categories, the percentage of land-use changes, and their impact on the Bertam River catchment by reference to 1984, 1995, and 2002 land-use maps. At least six categories of land use were noted during the 18-year observation period: forests (reduced by 7 615 ha from 1984 to 2002), tea farms (reduced by 657 ha), bodies of water (reduced by 61 ha), urbanization (increased by 125 ha), agriculture (increased by 2 488 ha), and neglected areas (increased by 5 719 ha). Four climatic parameters—rainfall, evaporation, temperature, and relative humidity—were analyzed, and a total of 18 hydrological sampling stations were identified along the Bertam River. The results show that the Bertam River catchment was influenced by climate patterns. The velocity and discharge of the Bertam River at the first sampling point ra...
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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 | 0.000 |
| 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 it