KEBIJAKAN PENGELOLAAN RUANG DAN KEBERLANJUTAN KAWASAN KARST MAROS PANGKEP PROVINSI SULAWESI SELATAN
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
Kawasan Karst Maros Pangkep dikenal dengan KKMP adalah ekosistem karst yang unik di Sulawesi Selatan. Bagian dari pegunungan Bulusaraung di Utara Maros dan bagian selatan Pangkep. 40.000 ha dari kawasan karstkaya akan flora dan fauna, yang bernilai ilmiah, sosial, budaya dan ekonomi. Kawasan tersebut berada dibawah tekanan dari persaingan penggunaan kegiatan ekonomi, seperti pertambangan untuk industri semen dan marmer. Tulisan ini mencoba untuk menilai kebijakan pengelolaan yang berkelanjutan bagi kawasan dengan menggunakan analisi multi kriteria OnBalance. Hasil penelitian menunjukkan bahwa kebijakan Business as Usual dalam pengelolaan Kawasan Karst Maraos Pangkep tidak akan berkelanjutan dari dimensi Lingkungan, ataupun dimensi ekonomi, dan dimensi sosial budaya. Studi ini menawarkan pengelolaan KKMP dengan pendekatan konservasi dan ekowisata berbasis masyarakat.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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