A facile approach of light driven nanoassembly for the controlled accommodation of doxorubicin
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
Fabrication of biodegradable polymer nanoparticles (NPs) is a fascinating research area because of their great potential in biomedical applications. In this work, apart from the well-reported di- or tri-block copolymer nanoassembly, homopolymers based on poly(caprolactone) were designed, synthesized and fabricated to obtain 200 nm size NPs, controlled by the duration of the ultraviolet (UV) cross-linking process. Furthermore, the encapsulated drug, doxorubicin, and the cross-linked NP system were produced via a UV cross-linking micro-emulsion process. Importantly, the drug-encapsulated NPs were taken up intracellularly and cytotoxicity studies were carried out in two different cell lines, HUVEC and SK-OV-3. The NP system reported here is a complimentary approach to existing therapeutic agents in biomedical engineering based on the straightforward utility of a single UV cross-linkable polymer with the ability to encapsulate and release drugs. It holds the promise of fine-tuning nano carriers for the targeted release of therapeutic moieties or growth factors, expanding the possibilities of tissue engineering.
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 | 0.001 | 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