Bibliographic record
Abstract
The purpose of this research was to determine the resistivity value of soil layer and subsurface structures in a landslide prone area. This research used geoelectrical method with dipole-dipole configuration in landslide prone area of Karangtengah Village, Imogiri Subdistrict, Bantul Regency with coordinates of 7.9430° S to 7.9401° S and 110.3962° E to 110.3939° E. The data were acquired using a Syscal resistivitymeter. The length of each track was 200 meters with a distance of 10 meters for each electrode. The subsurface structure of the research area consists of clay material with resistivity values from 3.39 Ωm to 58.3 Ωm and sandstone material with resistivity values from 58.4 Ωm to 319.89 Ωm. Based on the results, it is shown that clay material dominates the area, so when there is a high-intensity rain, it can trigger landslides because the slope is more than 40°. The slip plane of the research area has not been found until a depth of 21.8 meters, so it is estimated that the slip plane is at a depth of more than 21.8 meters.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 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".