Cyclone, coastal society and migration: empirical evidence from Bangladesh
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
In this study the effectiveness of adaptive coping strategies to reduce the damage cost and its consequences for social structural change are examined. Here, migration is considered as a strategic step to cope with the adverse effect of cyclone Aila of 2009 in Bangladesh. A survey of 288 respondents demonstrated that male members of cyclone victims' family were likely to move nearer cities immediately after the end of relief programme. They live in slum environments to accumulate more money for their dependants, but out-migration from the family creates more social problems for their spouse. It introduces changes in local social structure. Income and asset distribution play a vital role in deciding movement. This study depicts a societal cluster of migration correlating with previous disaster data that introduces a new methodological tool for analysing the disaster-migration nexus.
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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) | 0.000 | 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 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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