Chitosan nanoparticles as adenosine carriers
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
The objective of this research project was to evaluate the potential use of chitosan (CS) nanoparticles (NPs) as a drug delivery system for the molecule adenosine. Adenosine is an essential drug used for treating several health issues especially irregular heart rhythm. However, due to its extremely short half-life in vivo (<10 s), the effective delivery of adenosine in clinical applications is a significant challenge. In this research, adenosine was encapsulated into NPs formed by ionic gelation of CS. The encapsulation efficiency and loading capacity of 20% and 3% were obtained, respectively, by forming a complex between CS NPs and adenosine. The obtained CS NPs had a spherical shape in the size range of 260.6 ± 20.1 nm. Spectrophotometry analysis of the adenosine released in vitro showed an initial burst release phase, a plateau phase, followed by a steady release over a week.
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 | 0.000 |
| 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