Conserving geo-diversity: The importance of valuing the heritage elements at Langkawi geopark
Bibliographic record
Abstract
Geo-diversity is actually one of the priceless assets of national historical elements.Historical elements include nature, culture, monument, archaeological sites and others.The term 'Geo-diversity' encapsulates the richness and the variety of the earth's elements including materials, forms and processes, which naturally constitute and shape the earth and its historical background.Relevant materials such as minerals, rocks, fossils and water as well as other natural processes that include erosions and landslides are intimately linked with biodiversity.However, as the urbanization process has grown further, rapid developmental growth has resulted in high risk towards diversity, including geo-diversity itself.For instance, an increasing demand for new development area, modern and fascinating facilities and other types of development have resulted in the overuse of both area and all those elements of natural resources that are less sustainable.Hence, this over-use will become a major concern that will eventually have a potential negative impact or pose a problem to the environment, and to become worse, it will affect the conservation of nature and lastly will contribute to loss of geo-diversity.Thus, conserving geo-diversity has become a part of the core business of nature conservation.The effort and initiatives for protection and preservation, formulation of a management plan as well as improvement of public understanding and appreciation towards flora, fauna, geological and geomorphological features are important to address the problems.Therefore, for this related field of study, SWOT analysis will be carried out for evaluating the importance of geo-diversity as heritage elements of Langkawi Geopark.This paper aims to discuss and describe the current condition, importance and the existing geo-diversity elements of the Langkawi Geopark.The significance of this research is to evaluate the importance of geo-diversity around Langkawi Geopark and the Geopark's contribution towards nature conservation while maintaining its historical value.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".