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
Abstract Glucose oxidase was conjugated to the biopolymer chitosan using carbodiimide conjugation. Gel beads were formed from the enzyme–biopolymer complex, and the activity of the immobilized enzyme was compared to the method of encapsulating the enzyme in chitosan. The activity of the immobilized enzyme was found to increase with increasing carbodiimide concentration and time of incubation, to a maximum. Enzyme activity decreased with time as the beads were air‐dried. The pH optima of the immobilized enzyme was shifted to a more acidic value compared to that of the free enzyme. The use of carbodiimide chemistry to conjugate glucose oxidase to a chitosan gel was demonstrated. This technique holds promise for the development of immobilized enzymes for applications in medicine, biosensors, and bioprocessing. © 2003 Wiley Periodicals, Inc. J Appl Polym Sci 91: 861–866, 2004
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 | 0.001 |
| 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