Effect of protective glove use conditions on their resistance to needle puncture
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
With the growing concern about the risk of needle puncture injuries for many professional groups, a study has been undertaken to investigate the interaction between medical (hypodermic) needles and materials used for protective gloves. This paper looks at the impact of glove use conditions on the resistance of their constitutive materials to needle puncture. Mechanical deformations which may result from hand and finger flexion, for example, were shown to induce a large reduction in the puncture force in the case of elastomers. On the other hand, no significant effect of a support material simulating the hand inside the glove was observed on needle puncture resistance. Finally, a reduction in the needle puncture force was recorded with sheets of neoprene rubber after application of a lubricant. These results demonstrate the large contribution of cutting and friction in the needle puncture process.
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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 | 0.000 | 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