PEMANFAATAN AIR SUNGAI BAWAH TANAH GUA SURUH UNTUK MASYARAKAT DESA PUCUNG, EROMOKO, WONOGIRI
Bibliographic record
Abstract
The village has a population Eromoko Pucung in District 444 families (2,354 people) which includes 7 hamlet, in the dry season is always a shortage of clean water for daily use. At the peak of the dry season are forced to buy water being sold privately at a price of Rp200,000 / car tank (volume 4 m³) for the use of approximately 20 days. In order to overcome the problems of water needs, the Pucung Village Government took the initiative to manage groundwater resources that exist in the Suruh Cave. Removal activities river water underground community empowerment aimed at utilization of underground water in the Cave Have to solving the problem ofwater supply daily needs of society in Pucung Village, District Eromoko, Wonogiri. The success of water removal program is expected to reduce the price of 1 m³ water needs of the original with a maximum price of Rp 50,000 to Rp 5,000 only.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| 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 | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.025 | 0.002 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".