Navigating Autonomous Underwater Vehicles
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
1.1 Powerful SR-IMS research tool for imaging in complex feed systems Advanced ultra-spatially resolved synchrotron-radiation Fourier transform infrared micorspectroscopy (SR-IMS) has been developed as a bioanalytically probing technique to study biomaterials at cellular and molecular levels within intact tissue (1-3). This technique, taking advantage of bright synchrotron light which is millions time brighter than sunlight, is able to provide four kind of information simultaneously: tissue chemistry, tissue composition, tissue environment and tissue structure (4, 5). Compared with conventional chemical analysis in the lab, this technique can link chemical information to structure information without destruction of original structure information. No harsh chemicals are involved. The use of harsh chemicals and derivatization can result in altering the native structures and possibly generating artifacts in complex plant system (5).
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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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