Model for Ulayat Land Conflict Resolution in North Sumatra, 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
This study attempts to depict the model for Ulayat land conflict resolution for local people in Simangambat Jae village, North Padang Lawas district, Indonesia.This study used a qualitative approach.The location was chosen based on considerations and reasons, namely land ownership still holds customary land status.The types of data obtained can be categorized into two, namely primary data and secondary data.Primary data is obtained through interviews.Informants in this study were 13 people who knows and are involved in Ulayat land conflict.The secondary data is obtained through observation technique.The conclusion that can be drawn that the effort of Ulayat land conflict resolution in Simangambat Jae village is done by using FPIC model (Free, Prior, Informed, and Consent) and mediation by third party that has a role and also to take advantage personally and for the indigenous people's interest.
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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 | 0.000 |
| 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