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
The color selector is the quick food selection equipment integrating many high technologies such as optics, machine and electrics, and it is mainly used to separate heterochromous grains such as yellowing grains, mildew grains and impurities from rice, peanuts, melon seeds and sesames, and it is the important equipment to ensure the safety and quality of grains. In this article, the design principle and the composing parts of the CCD color selector are simply introduced. The color selector includes the main control system, the checking separation system, the vibration feed-in system and the optical system. The main control system mainly controls and manages various subsystems, and harmonizes exterior functional modules. The checking separation system mainly selects and eliminates the heterochromous grains checked by the optimal system. The vibration feed-in system is used to control the flux of materials. The optical system is mainly composed by the optical illumination system and the optical imaging system, and it is the core part of the color selector.
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 | 0.000 | 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