Panglima Laot and Contributions in Upholding Customary Law in Aceh's Maritime Regions
Bibliographic record
Abstract
Panglima Laot has been felt in Aceh since the era of Sultan Iskandar Muda and is still known today. Panglima Laot is not part of the Aceh government but is recognized as Aceh's cultural heritage. Later, Panglima Laot was also regulated in the Aceh Qanun as the living law in Aceh. Culturally, it can be said that the Marine Commander is the leader of the fishermen in Aceh, whose job is to coordinate the fishermen, maintain maritime security according to their respective territories, and conserve Aceh's marine environment. This article examines the existence of Panglima Laot in Aceh in this contemporary era. With an emphasis on their role in upholding customary law in Aceh waters. The data was obtained through field research in Aceh and library data studies. The findings from this study are that Panglima Laot in Aceh still exists and plays a significant role in upholding customary law in Aceh waters. Coexist in harmony with national law and other legal systems that live in Aceh.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".