Hybrid Polyglycerols with Long Blood Circulation: Synthesis, Biocompatibility, and Biodistribution
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
Multifunctional polymers with defined structure and biocompatibility are critical to the development of drug delivery systems and bioconjugates. In this article, the synthesis, in vitro blood compatibility, cell viability, in vivo circulation, biodistribution, and clearance of hybrid copolymers based on linear and branched polyglycerol are reported. Hybrid polyglycerols (M(n) ≈ 100 kDa) are synthesized with different compositions (15-80 mol% linear polyglycerol). Relatively small hydrodynamic size and radius of gyration of the hybrid polyglycerols suggest that they are highly compact functional nanostructures. The hybrid polyglycerols show excellent blood compatibility as determined by measuring their effects on blood coagulation, red blood cell aggregation, hemolysis, platelet, and complement activation. The cell viability in presence of hybrid polyglycerols is excellent up to 10 mg mL(-1) concentration and is similar to both dextran and polyvinyl alcohol. Furthermore, tritium labeled hybrid polyglycerol shows long blood circulation (t(1/2β)= 34 h) with minimal organ accumulation in mice. Multifunctionality, compact nature, biocompatibility, and the long blood circulation make these polymers attractive for the development of bioconjugates and drug delivery systems.
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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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| 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