Model Dinamik Penyediaan Air Baku Melalui Pendekatan Water Sensitive City di DAS Ciliwung Hulu (Kasus Desa Bendungan, Kecamatan Ciawi, Kabupaten Bogor)
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
Raw water supply in the rural area still relies on the natural resources (classical), i.e. groundwater, springs, and local water supply company (PDAM) with distribution service 10%, consequently, the village community experience vulnerability of water supply in dry season. Therefore, it is needed to provide a sustainable water supply through concern for new water paradigm with water sensitive city (WSC) approach. This research aims to design a dynamics model of development of raw water supply infrastructure with a concern for new water paradigm. The analysis uses dynamics system with Powersim version 2.5a. The simulation results reveal: (a) with business as usual scenario the raw water supply of Bendungan village is only sufficient for 10 years in the future, i.e. in 2025. The condition is very vulnerable, because the raw water supply is less than the water demand, (b) with concern for water scenario through infrastructure: retention basin, domestic wastewater treatment (DWT), and industry wastewater treatment (IWT), raw water supply increase 71% from 10 years to 48 years in 2063.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.003 | 0.002 |
| Research integrity | 0.001 | 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