Swimming and Gendered Vulnerabilities: Evidence from the Northern and Central Philippines
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
Men and women's vulnerability to disasters is different and often related, in part, to cultural norms that influence gendered behaviors and abilities. In this study we focus on gender differences in swimming abilities, which, in the case of tsunamis have resulted in far greater female mortality rates. We present results on swimming ability by gender for 940 residents of coastal rural communities in the northern and central Philippines. We also examine cross-generational transmission of swimming abilities to shed light on future vulnerability. Results reveal men are far more likely than women to swim and, importantly, parents who can swim are more likely to have children who can swim. In this way, differences in swimming ability among today's adults may perpetuate vulnerabilities within future generations.
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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 | 0.000 |
| 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