Edukasi Komunikasi Lingkungan Dan Kesadaran Hukum Untuk Mencegah Eksploitasi Sumber Daya Alam Di Wilayah Pesisir Desa Roda
Bibliographic record
Abstract
Kegiatan pengabdian ini bertujuan meningkatkan kapasitas komunikasi lingkungan dan kesadaran hukum bagi Karang Taruna Meohai di Desa Roda, wilayah pesisir yang dikelilingi hutan mangrove seluas 85,34 hektare. Permasalahan mitra mencakup rendahnya kesadaran lingkungan, pemahaman hukum, dan akses teknologi ramah lingkungan. Kegiatan dilaksanakan dalam delapan pertemuan selama Juli 2025, meliputi penyuluhan, observasi, dan monitoring. Dengan pendekatan partisipatif dan evaluasi pre-test serta post-test, terjadi peningkatan pemahaman rata-rata sebesar 64%. Peningkatan tertinggi terdapat pada materi komunikasi lingkungan dan konservasi mangrove (66,7%). Hasil ini menunjukkan bahwa pendekatan edukatif berbasis lokal efektif membentuk kesadaran ekologis dan pemahaman hukum masyarakat pesisir. Program ini dapat menjadi dasar pembentukan komunitas muda pesisir yang peduli lingkungan dan sadar hukum secara berkelanjutan.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.003 |
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".