Legal Aid Program for Mining Cases between PT Tambang Mas Sangihe and the Sangihe Community
Bibliographic record
Abstract
The abundant gold content makes the Sangihe Islands Regency the prima donna of entrepreneurs who are contested to open additional land in the Regency. One of the mining companies interested in opening mining areas is a Canadian company, PT Tambang Mas Sangihe (TMS). The company is a Contract of Work holder with an area of 57% of the total area of the Sangihe Islands Regency or about 42,000 hectares. The existence of mining not only brings economic benefits, but also has negative impacts that must be considered. The most affected parties are the community, especially local residents. Damage to the environment, natural disasters, social and other problems become the shadow of people's lives. Utilization of natural resources needs to be carried out in a balanced manner so that it does not only achieve economic needs but also does not sacrifice nature and the social community, especially the local residents of the Sangihe Islands Regency.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.021 | 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".