Desain Lanskap Riparian Sungai Tole dengan Konsep Eco-Culture di Kota Bungku, Kecamatan Bungku Tengah, Kabupaten Morowali
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
The alteration of land use along the riverine corridor has resulted in a reduction in the water catchment area that increases the frequency and severity of flooding events. In addition, the erosion of soil material during periods of high rainfall has contributed to the accumulation of sediment within the riverine, further exacerbating the issue of waterlogging. The location of urban recreation facilities in Bungku City, situated in coastal and mountainous areas, has prompted the local community to consider the Tole River as a potential new urban recreation area. The objective of this design is to create a riverine riparian landscape that mitigates sedimentation and flooding. This is pursued through the implementation of soil bio-engineering techniques, including the use of vegetated rock gabion walls, contour wattling, vegetation, and mangrove plants to minimise erosion. The resolution of cultural issues entails the revitalization of community activities in the vicinity of the river. This is pursued by the provision of facilities, including a food court area, a dance plaza, a fishing area, a green amphitheater, a playground area, a reading room, a gazebo, a canoe tour, a fishing boat parking area, and a viewing deck. The implementation of the eco-culture concept within the riparian landscape design of the Tole River incorporates facilities such as greenhouses, botanical gardens, retention ponds, and wetland areas, which are interconnected by pedestrian and bicycle pathways, as well as eco-ways. It is anticipated it will foster a harmonious balance between the ecological and the cultural aspects of the Bungku City community.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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