Coastal Indian Lifelines after the 2004 Great Sumatra Earthquake and Indian Ocean Tsunami
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
Damage to the electric power system was confined to the distribution system, in particular to electric power poles that were downed by the tsunami. The power generation plants and substations were over 1 km inland and escaped damage. The telecommunication system performed well, and the postdisaster response was reasonably efficient, but inundation caused the shutdown of equipment. The major Tamil Nadu port, the Port of Chennai, performed well, and its seawalls reduced the tsunami impact. However, all the fish auction stations were damaged, thus affecting many villagers’ livelihoods. The transportation system in the southern coast suffered heavy damage, and much of the infrastructure along the east coast was damaged. Most municipal water storage tanks remained intact. However, seawater contaminated wells and arable land, and the long‐term environmental and ecological effects of this are unknown.
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 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it