Dynamic Electroluminescence Imaging (DEI) as an “Optical Oscilloscope” Probe
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
Abstract Dynamic Electroluminescence Imaging (DEI) is a technique used to observe semiconductor devices as they operate. Much like a traditional oscilloscope, the technique delivers waveform information that is useful for assessing the operation of the circuits that comprise a device. It can be thought of as a non-contact “optical oscilloscope probe”. The technique has two major advantages over traditional electrical oscilloscope probing. The technique is noninvasive and has a theoretical bandwidth approaching 100 GHz. This means that very fast signals can be observed without unduly loading or otherwise interfering with the circuitry under test. Moreover, the characterization of signals at individual nodes along a signal path allows problems that arise from intervening interconnects and transmission lines to be identified. This paper will show several examples of the radio frequency (RF) measurement capabilities of this technique that have been demonstrated in our laboratory.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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