The Development of Marine Transportation System in Supporting Sustainable Tourism Case Study: Nusa Penida Island, Bali Indonesia
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
Bali Island is well-known tourist destination in the world. As well as Bali Island, several small islands amongst Bali Island such as Nusa Penida, Nusa Lembongan and Nusa Ceningan have good potential for tourist destination. Infrastructure for inter-islands transportation which is located in Southern Bali needs to be improved to support the economy in such region. Various issues are found in improving the infrastructure provision which is related to existing harbor infrastructure such as lack of support from the relevant institutional and port site selection. This study reviewed the factors considered in the development of infrastructure for marine transportation. Supports from relevant institutions, improved infrastructure, transportation network construction, and support then participation of local communities are the factors which can use as strategies and recommendation in strengthening the marine transportation.
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 | 0.004 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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