ANALISIS SPASIAL TITIK DAN JALUR EVAKUASI DALAM MITIGASI PENGURANGAN RISIKO BENCANA BANJIR DI KECAMATAN MANDONGA KOTA KENDARI
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
Penelitian ini menganalisis sebaran wilayah banjir dan penentuan tempat dan jalur evakuasi di Kecamatan Mandonga, Kota Kendari. Penelitian menggunakan desain kuantitatif dan survei. Data dianalisis secara spasial dengan aplikasi ArcView 3.2. Hasil penelitian menunjukkan bahwa banjir yang terjadi di Kecamatan Mandonga, Kota Kendari selama tahun 2015-2018 seluas 416,23 ha atau sekitar 37,45 % dari total luas wilayah Kecamatan Mandonga (1.111,47 ha), tersebar diseluruh wilayah (di enam kelurahan). Ada enam (6) titik yang layak sebagai tempat evakuasi utama pengungsian banjir di Kecamatan Mandonga, 1 titik di Kelurahan Labibia, 2 titik di Kelurahan Wawombalata, dan 3 titik di Kelurahan Mandonga. Ada 11 titik jalur yakni; Jl. Imam Bonjol; Jl. Subsidi; Jl. Sawerigading (Anggilowu); Jl. Sawerigading (Mandonga); Jl. Taridala; Jl. Lasandara; Jl. Made Sabara; Jl. Pajak; Jl. Welado; Jl. Supu Yusuf; dan Jl. Sidendreng.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| 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