PEMANFAATAN ANALISIS SPASIAL SIG: PERENCANAAN LOKASI TPS 3R SEBAGAI STRATEGI PENGELOLAAN SAMPAH BERKELANJUTAN DI KABUPATEN GORONTALO
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
A sustainable alternative strategy to prevent the overcapacity of final disposal sites (TPA) is to strengthen waste management systems at the upstream level, particularly through the establishment and optimization of Reduce-Reuse-Recycle Waste Processing Facilities (TPS 3R). The selection of appropriate locations is a critical initial step to ensure the operational effectiveness and long-term sustainability of TPS 3R facilities. This study aims to identify potential sites that meet spatial and environmental criteria for the development of TPS 3R across five subdistricts in Gorontalo Regency. Spatial analysis was conducted using Geographic Information System (GIS) tools, applying buffer, scoring, and overlay techniques in ArcGIS. The analysis identified five optimal locations for TPS 3R development: Hutuo Subdistrict, Limboto (0°37'33.3"N, 122°59'55.8"E); Yosonegoro Subdistrict, West Limboto (0°37'30.4"N, 122°55'24.6"E); Mongolato Subdistrict, Telaga (0°35'17.2"N, 123°01'56.8"E); Tinelo Subdistrict, Telaga Biru (0°36'24.0"N, 123°01'25.0"E); and Tolotio Subdistrict, Tibawa (0°38'33.9"N, 122°51'34.0"E). These findings are expected to serve as a strategic reference for improving regional waste management planning in a more effective and sustainable manner. ABSTRAKSalah satu strategi alternatif yang berkelanjutan untuk mengurangi tekanan terhadap kapasitas Tempat Pemrosesan Akhir (TPA) adalah dengan memperkuat sistem pengelolaan sampah di hulu, khususnya melalui pembangunan dan optimalisasi Tempat Pengolahan Sampah dengan prinsip Reduce, Reuse, dan Recycle (TPS 3R). Penentuan lokasi yang tepat menjadi tahap krusial dalam pembangunan TPS 3R guna menjamin efektivitas dan keberlanjutan operasionalnya. Penelitian ini bertujuan untuk mengidentifikasi lokasi-lokasi potensial yang memenuhi kriteria spasial dan lingkungan untuk pembangunan TPS 3R di lima kecamatan di Kabupaten Gorontalo. Analisis dilakukan dengan pendekatan spasial berbasis Sistem Informasi Geografis (SIG), menggunakan teknik buffer, pemberian skor (scoring), dan overlay pada perangkat lunak ArcGIS. Hasil analisis menunjukkan lima lokasi potensial yang memenuhi kriteria sebagai calon lokasi TPS 3R, yaitu: Kelurahan Hutuo, Kecamatan Limboto (0°37'33.3"N, 122°59'55.8"E); Kelurahan Yosonegoro, Kecamatan Limboto Barat (0°37'30.4"N, 122°55'24.6"E); Kelurahan Mongolato, Kecamatan Telaga (0°35'17.2"N, 123°01'56.8"E); Kelurahan Tinelo, Kecamatan Telaga Biru (0°36'24.0"N, 123°01'25.0"E); dan Kelurahan Tolotio, Kecamatan Tibawa (0°38'33.9"N, 122°51'34.0"E). Temuan ini diharapkan dapat menjadi acuan dalam perencanaan pengelolaan persampahan yang lebih efektif dan berkelanjutan di tingkat daerah.
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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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