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 Immobilization of proteins, nucleic acids, and other bioligands is not always straightforward since they are often large molecules with numerous chemically reactive groups that can all participate in the immobilization process through physical adsorption, ionic binding, or covalent linkage. Protocols for some of the most frequently used matrix‐activation systems are described in this unit. For agarose, protocols are given for cyanogen bromide, p ‐nitrophenyl chloroformate, tresyl chloride, and cyanuric chloride. Tosyl chloride is used to activate cellulose, and cyanuric chloride is also used to activate aminopropyl silica gel. Activation of magnetic beads with cyanogen bromide is described, and a protocol is provided for reacting the aldehyde groups of glyoxal agarose beads with the primary amine groups of ligands, with subsequent reduction of the formed Schiff base to yield a stable matrix‐ligand bond. Curr. Protoc. Protein Sci . 52:9.3.1‐9.3.22. © 2008 by John Wiley & Sons, Inc.
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 | 0.001 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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