A modified Community Assessment for Public Health Emergency Response (CASPER) four months after Hurricane Sandy
Bibliographic record
Abstract
This study sought to assess access to utilities, basic needs, financial burden, and perceived safety among households in the Rockaway Peninsula of New York City, United States, four months after Hurricane Sandy struck in 2012. A modified cluster survey design was used to select households for inclusion in the study. Survey content was created using the Community Assessment for Public Health Emergency Response (CASPER) toolkit, gathering relevant data on access to food and water, basic utilities, financial burden, household demographics, and safety. Four months after Sandy, electricity and heat had been restored to all households. However, around one-third of them still had difficulty in obtaining food, and about one-half believed that their neighborhood was unsafe. One-quarter had problems in acquiring prescription medications, and approximately one-half reported anxiety. While basic utilities were almost entirely restored, there were ongoing challenges in Rockaway four months after Sandy, relating to financial hardship, food insecurity, healthcare, and psychologic distress.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".