The Effects of Electric Field on the Multijet Electrospinning Process and Fiber Morphology
Why this work is in the frame
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Bibliographic record
Abstract
Single-needle systems have been used in electrospinning experimental research; however, the low fluid throughput in fiber production has industrial limitations. To meet a high liquid-throughput requirement, several multijet schemes have recently been tested. The main drawback of these schemes is the deterioration of the local electric field at the needle tip due to the influence of other needles in the arrangement. The aim of this paper is to investigate the effects of the orientation of the needles on the electric-field distribution and, hence, on the electrospun jet characteristics and fiber morphology. Experimentally, such effects are demonstrated through the use of a polyethylene oxide solution. Further, the electric-field distribution in multineedle arrangements is simulated by using finite-element-method analysis.
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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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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