Macromol. Chem. Phys. 1/2008
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
Cover: The picture on the cover is a 3D graphic representation of one specific orientation of the prepared azo dye coumarin‐containing polymethacrylate. Looking down the centre of the aliphatic methacrylate chain we see the circle of oxygen due to the carbonyl of the methacrylate, and then the circle of the nitrogen due to the azo dye, followed by the circle of the oxygen and the bromine of the coumarin unit. The image shows the folding of the pendant azo dye and the coumarin groups around the methacrylate chain. Next to the 3‐D image is the 2‐D drawing of the polymer. Further details can be found in the article by A. S. Abd‐El‐Aziz, * P. O. Shipman, E. G. Neeland, T. C. Corkery, S. Mohammed, P. D. Harvey, H. M. Mohamed, A. H. Bedair, A. M. El‐Agrody, P. M. Aguiar, S. Kroeker on page 84.
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) | 0.001 | 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