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
For cellular biology, the idea of incorporating the capabilities of sample preparation, transport, reaction and analysis on a single chip has recently been revisited due to the development of a new generation of microfabrication tools. The rapid growth of interest in the microfabrication of lab-on-a-chip devices is fueled both by academia and industry because of the potential impact in fields such as biomedical, chemistry and biophysics. Direct photoablation with lasers has advantages of rapid prototyping, custom production and design flexibility. In this thesis, the microfabrication of lab-on-a-chip structures for biophotonics application using F2 laser are presented. Fabrication of buried and surface waveguides provides a means of probing bio-materials. Investigation of F2-laser welding allows potential fusing for enclosure glass biochips. A combination of laser micromachining and refractive index profiling enable single-step integration of optical waveguides with microfluidic functions for optical sensing of microspheres which lays the groundwork for microfabrication of biochips.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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