People’s Perception of the Socio-Cultural and Environmental Impacts of Tourism in Malaysia: A Community-Reflective Study
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
Tourism is considered as the largest service-oriented industry of Malaysia, contributing enormously in economic terms to the GDP (gross domestic product) of the country, delivering employment to a sizeable section of the population, and fostering civic pride, social prestige, and international recognition as a desirable tourist destination. The tourism industry parades the beauty of Malaysian culture abroad as well as it enables people from outside to acquaint with a unique Muslim heritage amidst Malay modernity. Notwithstanding its many blessings, the tourism issue has sparked debate recently necessitating a discourse on a ‘rational framework for Malaysian tourism’ upon the premise that the benefits of tourism should not only be calculated in economic metrics, rather its demerits should be factored in as well. Under this circumstance, this paper empirically reflects the Malaysian community’s perception on the socio-cultural and environmental effects of tourism at the grassroots level.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.012 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.007 | 0.007 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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