A stochastic model for transepidermal drug delivery
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
BACKGROUND: Topical drug application has been widely used to manage skin diseases as well as to treat a variety of local and systemic disorders. To evaluate the efficiency of transepidermal drug delivery, an efficient model is needed to study the process of percutaneous transport. MODEL DESCRIPTION: A stochastic model based on Monte Carlo methods and Cellular Automata is presented in this work to study the molecular transport through the stratum corneum of the human skin, which is a typical process in transepidermal drug delivery. METHODS: To validate the model, an in vitro experiment on percutaneous absorption of radioactive 17beta-estradiol was performed. RESULTS AND DISCUSSION: The simulation results agree with the experimental data. CONCLUSION: The use and power of the presented approach in studying the process of transepidermal drug delivery were demonstrated.
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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 | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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