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
We present a varifocal mirror integrated with a comb-drive scanner (varifocal scanner) fabricated by using a wafer bonding technology. An Au-Au thermocompression bonding technology is utilized for the integration. The bonding technology enables fabricating the multiple single crystalline Si layers on a wafer. The varifocal scanner consists of the three Si layers: 1) the fixed comb layer; 2) the scanner frame layer; and 3) the varifocal mirror layer. The 2-mm-diameter and 10-μm thick varifocal mirror is fabricated on the 60 μm thick combdrive scanner. The focal length modulation range of the varifocal mirror is from -523 to 139 mm at the frequency of 18.3 kHz. The optical angle is 7° at the resonant frequency of 3.59 kHz. The motion couplings between the varifocal mirror and the scanner are also investigated.
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 | 0.001 | 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 | 0.001 | 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