The impact of personal protective equipment and breathing apparatus on offshore lifeboat evacuation time
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
A primary objective of this study was to determine if the 15 minutes of air contained in an emergency breathing apparatus afforded sufficient time to carry out an evacuation from an offshore installation in the event of an uncontrolled hydrogen sulfide (H2S) release. Twenty-four male and 12 female volunteers performed relevant evacuation skills during a simulated evacuation into a 36-person lifeboat. An observational analysis and subjective ratings of difficulty were used to determine potential ergonomic and safety issues. Results indicate that even under the worst-case scenario, all personnel would be able to safely evacuate to the lifeboat and abandon the installation given similar conditions used during this study. It was noted however, that ergonomic improvements to the design of the personal protective and safety equipment could improve usability, thus decrease abandonment times.
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