On the design of an electronic mosquito: design and analysis of the micro-needle
Bibliographic record
Abstract
This paper addresses the design of the Electronic Mosquito. It presents the analysis for the in-plane silicon micro-needles that can be used for drug delivery and/or blood sampling for biomedical applications. The characteristics of in-plane micro-needles are far more reliable than out-of-plane micro-needles for transdermal drug delivery and blood sampling. In order to withdraw blood samples from the subcutaneous fat layer, which occurs at a distance of 2000 to 4000 /spl mu/m below the skin surface, the length of our MEMS based in-plane micro-needle have been set at 3000 /spl mu/m. This length is impractical for out-of-plane micro-needles. Drug delivery and blood samplings place requirement in terms of minimal needle dimensions and force withstanding capabilities, which are inversely related to each other. The strength of the micro-needles has been examined analytically and modeled using finite element modeling tools. Through performance analysis it is shown that the proposed design is a significant improvement over existing micro-needles.
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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 | 0.001 | 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 | 0.000 | 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) | 0.001 | 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".