Hyperbranched Glycopolymers for Blood Biocompatibility
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
Carbohydrate-based drug and gene delivery carriers are becoming extremely popular for in vitro and in vivo applications. These carriers are found to be nontoxic and can play a significant role in targeted delivery. However, the interactions of these carriers with blood cells and plasma components are not well explored. To the best of our knowledge, there are currently no reports that explore the role of carbohydrate based carriers for blood biocompatibility. Hyperbranched glycopolymers of varying molecular weights are synthesized by reversible addition-fragmentation chain transfer polymerization (RAFT) and are studied in detail for their biocompatibility, including hemocompatibility and cytotoxicity against different cell lines in vitro. The hemocompatibility studies (such as hemolysis and platelet activation) indicate that hyperbranched glycopolymers of varying molecular weights produced are highly hemocompatible and do not induce clot formation, red blood cell aggregation, and immune response. Hence, it can be concluded that glycopolymers functionalized carriers can serve as an excellent candidate for various biomedical applications. In addition, cytotoxicity of these hyperbranched polymers is studied in primary and malignant cell lines at varying concentrations using cell viability assay.
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