A comparison of five different hypothermia enclosure systems in a cold environment
Bibliographic record
Abstract
This study compared the thermal physiological and subjective responses of five subjects (1 female) to five hypothermia enclosure systems (HES) (with chemical heat sources) during 60 minutes of exposure to a -22°C climate. The five systems were: 1) user-assembled (Control); 2) Wiggy’s Victims Casualty Hypothermia Bag (W); 3) Doctor Down® Rescue Wrap® (DD); 4) MARSARS Hypothermia Stabilizer Bag (M); 5) Hypothermia Prevention and Management Kit (HPMK®). Total heat flux was significantly higher with the HPMK, W and M compared to the Control and DD (p<0.05). Net heat gain was higher with the Control and DD compared to W and M (p<0.05). Although all systems provide insulation and heat, the user-assembled and DD HES were more effective.
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How this classification was reachedexpand
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) | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".