Hurricane Sandy mortality in the Caribbean and continental North America
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
Purpose – Tropical storms pose a significant threat to population despite the noteworthy improvements in forecasting and emergency management. Following the effects of Hurricane Sandy in the continental North America (USA and Canada) and the Caribbean, the purpose of this paper is to examine the mortality caused by the hurricane, focussing on differences in human vulnerability between these two regions. Design/methodology/approach – The authors developed a database of 233 deaths, consisting of variables that provided a description of the circumstances under which the fatal incidents occurred and demographic details of the victims. Findings – Analysis of the database showed higher percentages of female and young victims in the Caribbean than in continental North America, where mortality increased progressively with age and the ratio of males to females was higher. The majority of deaths occurred outdoors especially during clean-up and in vehicle crashes related to the storm. Physical trauma and drowning were identified as the most common causes of death, followed by carbon monoxide poisoning, hypothermia and others, although substantially different percentages were recorded between the two regions. Overall, indirect deaths presented a higher percentage than direct ones. Among the latter, incidents caused by storm surge and tree falls showed the highest numbers. Power failure and car crashes were the most common cause of indirect incidents. Originality/value – The paper provides a thorough analysis of the circumstances under which fatal incidents occurred. It identifies parameters that affected the vulnerability of human life to the storm and discusses the differences between the Caribbean and continental North America.
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) | 0.000 | 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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