Characterization of Thermal Protective Clothing under Hot Water and Pressurized Steam Exposure
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, fabric materials used in thermal protective clothing (TPC) were characterized under hot water and pressurized steam exposures. Some selected TPC were tested using a newly developed full-scale hot-water spray manikin test. Thermal energy transmission through fabric materials and clothing was investigated. A layered fabric system comprised of a moisture barrier in the outer layer immediately stopped mass transfer and showed high performance. Fabric properties such as air permeability, thickness, clothing size, and size of the air gap between wearers’ bodies and clothing did affect the performance by controlling heat and mass transfer through fabrics. An air-impermeable thick fabric system demonstrated higher performance than an air-permeable thin fabric system. The relationship between fabric materials’ properties, clothing features, and clothing protective performance was summarized.
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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 | 0.002 | 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