Bibliographic record
Abstract
<em><span lang="EN-US">Indonesia is a country that has two (2) seasons, namely the rainy season and the dry season. Klaten Regency is close to Mount Merapi, east of the Klaten area close to the Dengkeng River and its tributaries. Disaster management law No. 4 of 2007 article 4 paragraph c states that ensuring the implementation of disaster management in a planned, integrated, coordinated and comprehensive manner and respecting local culture. This study discusses the higher vulnerability of women compared to men, so that it requires handling that requires more active roles of women residents or volunteers. The aim of this research is to see how active women's roles are in disaster disasters and what roles women play in the context of disasters. From the results of the study it can be concluded that the active role of women in disaster-prone areas in Klaten Regency has begun to be trained. Evidenced by joining the Disaster Risk Reduction Organization (OPRB) in Klaten</span></em>
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 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".