Partisipasi Masyarakat dalam Upaya Mengatasi Abrasi Pantai di Desa Modapuhi Kecamatan Mangoli Utara Kabupaten Kepulauan Sula
Bibliographic record
Abstract
Indonesia is an archipelagic country characterized by a maritime state with 176 regencies and 30 cities, out of about 368 regencies and cities that have coastal and marine areas. Indonesia itself has the fourth longest coastline in the world after Canada, America and Russia, with a coastline of 95,181 km. However, as much as 20% of the coastline along the territory of Indonesia was reported to be damaged, of course this damage was caused by several factors, including environmental changes and coastal abrasion. This research was conducted in Modapuhi Village, North Mangoli District, Sula Islands Regency. The method used in this study is a survey method with qualitative research and structured interview techniques. Qualitative research is a research procedure that produces descriptive data in the form of written written words from people and observable behavior
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.
How this classification was reachedexpand
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 | 0.003 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.013 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.019 | 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; both teacher heads agree on what is shown here.
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".