PEMANFAATAN LAHAN SEMPADAN SUNGAI BERBASIS SIG (SISTEM INFORMASI GEOGRAFIS)
Bibliographic record
Abstract
Daerah sempadan sungai berubah fungsi menjadi lahan permukiman maupun kegiatan ekonomi lainnya, yang disebabkan oleh tingginya urbanisasi. Salah satu daerah sempadan sungai yang banyak berubah fungsi tersebut adalah kawasan Sempadan Sungai Brantas Surabaya. Tujuan penulisan ilmiah ini adalah untuk mengetahui pemanfaatan lahan di daerah Sempadan Sungai Brantas. Metode yang digunakan adalah analisis deskriptif kualitatif untuk tata guna lahan di daerah kawasan sempadan sungai. Teknik analisis yang digunakan adalah berbasis SIG (Sistem Informasi Geografis). Hasilnya menunjukkan bahwa 48% bangunan permanen yang berdiri dan didominasi kawasan industri dengan luas penggunaan lahan sebesar 138.231 m² atau 29%. Arahan dari penelitian ini adalah perlu adanya sosialisasi perijinan pemanfaatan lahan kawasan sempadan sungai dari pemerintah kepada masyarakat sekitar kawasan sempadan sungai Brantas Surabaya.
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.
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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.039 | 0.010 |
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".