WIREBONDER ASSEMBLY OF HINGELESS 90° OUT-OF-PLANE MICROSTRUCTURES
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
A novel design and analysis for the assembly of 90 out-ofplane microstructures using a standard microelectronics wirebonder is presented. The microstructures can be assembled by a single point actuation and use a selectively compliant spring system that converts an in-plane motion to an out-of-plane rotation. The single point actuation can be provided by a standard microelectronics wirebonder. A wirebonder is a common piece of equipment for microelectronics packaging and therefore the assembly method described here introduces a practical and economical approach. The microstructure designs were fabricated using either PolyMUMPs or a prototyping process developed at Simon Fraser University that uses SU-8 as a structural layer. The designs were modeled using the Finite Element Analysis (FEA) software ANSYS, and tested for positional repeatability and reliability verifying the proof of concept.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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