Formation of naproxen–polylactic acid nanoparticles from supercritical solutions and their characterization in the aerosol phase
Bibliographic record
Abstract
Pure naproxen particles and mixed naproxen-polylactic acid particles were formed by pulsed rapid expansion of supercritical CO2 solutions (RESS). The characterization of the particles was carried out in the aerosol phase as a function of time after particle formation with rapid-scan infrared spectroscopy and with an aerosol particle sizer. After collection of the particles from the aerosol phase, the particles were characterized with scanning electron microscopy and powder diffraction. The present study shows clear evidence that RESS is capable of forming sub-micron naproxen particles that are coated with polylactic acid. Furthermore, it is demonstrated that coating with polylactic acid stabilizes the naproxen particles against agglomeration and coagulation.
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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 | 0.000 | 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 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".