A next generation collaborative system for micro devices assembly
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
This paper discusses the development of an advanced collaborative system to support the assembly of micro devices. The overall system Virtual Reality based assembly analysis environment (VAE) which is part of a larger collaborative framework for the emerging domain of Micro Devices Assembly (MDA). MDA involves the assembly of micron sized devices which cannot be manufactured by Micro electro mechanical systems (MEMS) technologies. The VAE is comprised of several modules including an assembly plan generator, path planner and a network based cyber physical interface which allows it to support collaboration involving distributed users. As the current Internet has several limitations, a major initiative is underway to develop the Next Generation Internet frameworks which can reduce latency, increase the bandwidth of data exchange and support distributed collaboration. VAE has been implemented as part of a national initiative aimed at exploring Next Generation Internet technologies.
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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 | 0.002 | 0.001 |
| Open science | 0.001 | 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