Analisis Perubahan Permukiman Akibat Pariwisata di Kawasan Wisata Situ Cileunca Kabupaten Bandung
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
Sektor pariwisata di Indonesia masih menduduki peranan yang sangat penting dalam menunjang pembangunan nasional sekaligus merupakan salah satu faktor yang sangat strategis untuk meningkatkan pendapatan masyarakat dan devisa Negara. Meningkatnya sektor pariwisata mendorong perubahan guna lahan yang mempengaruhi perubahan permukiman di sekitar kawasan pariwisata. Seperti yang terjadi di Situ Cileunca di Kecamatan Pangalengan, Kabupaten Bandung. Metode untuk artikel ini bersifat eksploratif dengan pengambilan data secara observasi langsung terhadap perubahan permukiman Situ Cileunca. Baik dari kondisi fisik bangunan kawasan maupun perumahan warga yang berada di sekitar kawasan. Hasil penelitian menunjukkan perubahan baik perubahan fungsi lahan, perumahan masyarakat, maupun bangunan di kawasan Situ Cileunca akibat pariwisata.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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