Implementation of the Resilient Village at Gunung Geulis Village, Sukaraja Sub-regency, Bogor, West Java
Bibliographic record
Abstract
This study aims to analyze (1) the participation of the community of Gunung Geulis Village, particularly vulnerable groups, in managing resources in order to reduce disaster risk; (2) increasing the capacity of citizens and officials on disaster management and (3) the performance of the Village DRR forum. This study uses a qualitative method. The subjects of this study were Gunung Geulis village secretaries using the interview method. The results showed (1) personnel from the disaster management forum planted trees on landslides prone area and made archery embankments, (2) Gunung Geulis Village as a program implementer of Disaster Resilient Village had been actively conducting routine and ongoing training every once a month in an effort capacity development on disaster management, (3) the Disaster Risk Reduction (DRR) forum of Gunung Geulis village has carried out passive mitigation efforts such as making mapping and analysis of disaster risk, even though there is no document compiled. DRR personnel also carry out mitigation and early warning efforts through information through pamphlets, brochures, and other village meetings. In addition, active mitigation efforts have been made by the DRR team.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
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".