Assessing Land Rights in Indonesia's Protected Forests: A Case Study of Tormatutung Region
Bibliographic record
Abstract
The research aims to analyze the complexities of land tenure in the Tormatutung protected forest region, where the issuance of land ownership certificates does not guarantee possession due to overlapping designations as registered and protected forest zones.This anomaly restricts certificate holders from exercising their legal rights over the land.The study assesses Indonesian land tenure policies, focusing on individual land ownership rights granted by certificates.Using a normative research method with a legislative approach, it examines statutory provisions and land use planning policies by relevant agencies responsible for issuing certificates and implementing land rights.The key finding of the research reveals governmental passivity in upholding land ownership rights in protected forest areas, prioritizing global forest preservation over individual property rights.The implications highlight governmental failure to protect the legal rights of certificate holders, constituting a violation of property rights.The research concludes the lack of coordination among government bodies leads to contradictory decisions in the Tormatutung forest area, necessitating proactive measures such as area remapping, reforestation of certified or community-controlled land, and collaborative agreements for regulated land use.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".