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
This research was conducted in Pagai island, Mentawai Island regency, which was aims to find out: 1) Index of threat earthquake disaster, 2) Index of population that exposed the earthquake disaster, 3) The threat level of earthquake disaster in Pagai Island. The method used in this research was descriptive with a quantitative approach and the data used was secondary data obtained from relevant agencies. The results showed that the threat index of earthquake disaster which was affected by the distribution of PGA with a range of values between 0.342 - 1.477 gal. The classification of earthquake hazard index in this study is in two classes, that is index class of high threat of peak ground acceleration with a range of values between 0.706 - 1.477 gal found in South Pagai District, Sikakap District and North Pagai District. While the medium threat index class with a range between 0.342 - 0.705 gal found in North Pagai District and Sikakap District. The index of population that exposed in Pagai Island obtained an index value of 0.6 which indicates the medium class category.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it