The Public Health Implications of Water in Disasters
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
Abstract Disasters are becoming more frequent worldwide and water figures prominently in many of them. Disasters can result from a severe shortage of water (drought, famine) or too much of it (floods, tsunamis). The recent earthquake and tsunami in Japan offers an excellent example of the critical role water can play, given that the Fukushima Daiichi nuclear power plant weathered the 9.0 moment magnitude earthquake well but suffered catastrophic failure from the resulting tsunami. After disasters, water contamination can compound an already miserable situation. This article will discuss the most current literature on the public health implications of water in disasters and offer recommendations for public policy changes to improve water security. Key policy implications include: reestablishment of water and sanitation are top priorities in the immediate post‐disaster period; shelters must not be overcrowded and should have adequate latrines; public health education about personal hygiene is critically important along with liquid soap and safe water to clean hands; supplies of water chlorination products and covered water storage receptacles need to be adequately stockpiled before a disaster.
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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