MIKROZONASI SEISMIK WILAYAH KOTA PADANG BERDASARKAN PENGUKURAN MIKROTREMOR
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
The 30 September 2009 earthquake event with intensity VII to VIII (MMI scale) indicated that Padang City region is prone to soil amplification. This paper presents the results of H/V spectral ratio analysis to produce a microzonation map of amplification for Padang City based on microtremor measurement. The analysis of microtremor data shows that the predominant period and amplification factor of the soils are spatially varied and influenced by soil types and subsurface structure. On the basis of amplification factor, Padang City is classified into 5 (five) zones. High and very high susceptible zones are mainly concentrated in the very dense residential areas, trade and office areas, including the districts of Nanggalo, Padang Utara, Padang Barat, and Padang Selatan. The predicted amplification susceptibility zones are in a good agreement with the phenomena of building damages due to amplification during the 2009 earthquake.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.022 |
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