Screening of Carbohydrate‐Specific Phage Antibodies Against Recombinant Human Erythropoietin (rHuEPO) using a Phage Display Antibody Library: Preliminary Study
Bibliographic record
Abstract
This paper is a preliminary report on development of a screening method for carbohydrate-specific phage antibodies against recombinant human erythropoietin (rHuEPO), using a phage display antibody library. rHuEPO was oxidized with sodium periodate or treated with 1,4-dithiothreitol and guanidine hydrochloride for detecting the specificity of obtained phage antibodies. Of 100 phage clones, three initially showed higher carbohydrate-related specificity. One of them (No. 62) bound specifically to the carbohydrate chains of rHuEPO, while the other two (Nos. 63 and 83) might recognize the steric conformation related to both the carbohydrate and the polypeptide chain of rHuEPO. These phage antibodies may serve as useful capture ligands for future development of efficient analytical methods for rHuEPO.
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How this classification was reachedexpand
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 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 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".